Mignify
type: Organization
description: Big data gathering and leveraging
subject: commercial
subject: data aggregation
subject: sourcing, crawl-on-demand
url: http://mignify.com

Ask'n'Read
type: Organization
description: Technology for automatic identification of web sources to monitor depending on your topics of interest.
subject: commercial
subject: data focused
subject: sourcing, crawl-on-demand
url: http://www.asknread.com/
subject: topic

IBM Big Sheets
type: Organization
description: "Extend business intelligence with big data"
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: business intelligence tools
url: http://www-01.ibm.com/software/ebusiness/jstart/bigsheets/
subject: intelligence
subject: business intelligence

Mozenda
type: Organization
description: Web scraping in the cloud. Transforms mostly unstructured web data into a structured data feed.
subject: commercial
subject: data aggregation
subject: sourcing, crawl-on-demand
url: http://www.mozenda.com/default
subject: cloud
subject: in the cloud/saas

InfoChimps
type: Organization
description: include web data with your own data, hosted by them or in the cloud.
subject: commercial
subject: data focused
subject: aggregated data markets
url: http://www.infochimps.com/
subject: cloud

Freebase
type: Organization
description: free data provision about trends etc. Not business focused.
subject: commercial
subject: data focused
subject: aggregated data markets
url: http://freebase.com/

Factual
type: Organization
description: Databases available on a variety of topics.
subject: commercial
subject: data focused
subject: aggregated data markets
url: http://www.factual.com/
subject: topic
subject: database

Northern Light Singlepoint
type: Organization
description: Provides strategic market research enterprise portals, market intelligence content, and search technology to global enterprises.
subject: commercial
subject: data focused
subject: aggregated data markets
url: http://northernlight.com/singlepoint/
subject: market research
subject: intelligence
subject: search
subject: market intelligence
subject: content

BlueKai
type: Organization
description: A cloud-based big data platform that enables companies to personalize online, offline and mobile marketing campaigns with rich and actionable information about targeted audiences.
subject: commercial
subject: data focused
subject: aggregated data markets
url: http://www.bluekai.com/
subject: actionable information
subject: cloud

GNIP
type: Organization
description: GNIP sell enhanced social media data streams
subject: commercial
subject: data focused
subject: twitter resellers
url: http://gnip.com/
subject: social media

Datasift
type: Organization
description: Datasift provide social media data and a variety of processing provisions.
subject: commercial
subject: data focused
subject: twitter resellers
url: http://datasift.com/
subject: social media
subject: processing

Dialego SemanticMining
type: Organization
description: SemanticMining For any given body of text � be it from social media, community conversations or any other source � it performs a semantic text analysis, reducing complexity by generating theme clusters and visual reports.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
subject: text/data mining
url: http://www.dialego.com/exciting-tools/semanticmining.html
subject: analysis
subject: semantic text analysis
subject: cluster
subject: social media
subject: theme cluster
subject: mining
subject: community conversation

Syllabs Web Mining
type: Organization
description: data extraction, semantic analysis, enrichment. Products: Syllabs Content Generator
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: text generation
founding location: France
url: http://www.syllabs.com/
subject: extraction
subject: analysis
subject: semantic analysis

AeroText
type: Organization
description: Originated at Lockheed Martin, and could be used for business intelligence or equally, counterintelligence and law enforcement.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
founding location: US
url: http://www.rocketsoftware.com/products/aerotext/overview
subject: intelligence
subject: business intelligence

Language Computer Corporation
type: Organization
description: Semantically-informed search and discovery software tools.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: named entity recognition and content enrichment
founding location: US
founding date: 1995
url: http://www.languagecomputer.com/
subject: natural language processing
subject: processing

ClearForest (Thomson Reuters)
type: Organization
description: ClearForest extracts free text for use within analytics applications and business intelligence systems. ClearForest Tags' open and flexible platform supports statistical, structural and semantic tagging as well as custom taggers, industry and custom taxonomies, and information agents. Part of Thomson Reuter, related to Calais.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
url: http://www.clearforest.com/

MarketChorus
type: Organization
description: Sounds like business intelligence. Will be a web application but is currently in closed beta.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
url: http://www.marketchorus.com/
subject: business intelligence
subject: intelligence

Provalis WordStat
type: Organization
description: Content analysis and text mining.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
founding location: Canada
url: http://provalisresearch.com/products/content-analysis-software/
subject: mining
subject: analysis
subject: text mining
subject: content analysis
subject: content

Ficstar
type: Organization
description: Deep web data mining in the cloud.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
url: http://www.ficstar.com/product.html
subject: mining
subject: data mining
subject: cloud
subject: in the cloud/saas

Thomson Reuters
type: Organization
description: Business solutions: earch engines for multiple languages; information retrieval (Concord); summarisation solutions as part of products such as Monitor Suite, ResultsPlus, WestlawNext and Litigator.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: summarisation and aggregation
founding location: US
url: http://thomsonreuters.com/
subject: search
subject: search engine
subject: retrieval
subject: engine

Temis
type: Organization
description: TEMIS develops and markets corporate Text Mining solutions. Its Luxid tool enables content enrichment, management and publishing.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
subject: machine learning and text classification
founding location: US
url: http://www.temis.com
subject: content

KEEL
type: Organization
description: KEEL is an abbreviation for Knowledge Extraction based on Evolutionary Learning. It is based on Java and it can assess the behaviour of evolutionary algorithms used for data mining related problems, among others clustering, regression or classification. KEEL was also designed for research and educational purposes.
subject: open source and academic
subject: mining, extraction, analysis
subject: knowledge extraction
url: http://keel.es/
subject: cluster
subject: search
subject: extraction
subject: data mining
subject: evolutionary learning
subject: evolutionary algorithm
subject: mining
subject: knowledge

KantanMT
type: Organization
description: "KantanMT provides a sophisticated and powerful Machine Translation solution in an easy-to-use package. Our users do not need any technical skills or IT support and there are no special hardware or software requirements. Members can logon and build customized Machine Translation engines immediately on the KantanMT.com platform."
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: Ireland
founding date: 2013
url: www.kantanmt.com
subject: cloud-based statistical MT
subject: language technology
subject: SaaS

IBM SPSS/PASW
type: Organization
description: Text Analytics
subject: commercial
subject: mining, extraction, analysis
subject: sentiment analysis
url: http://www.spss.com.hk/software/statistics/text-analytics-for-surveys/index.htm
subject: text analytics
subject: analytics

Appinions
type: Organization
description: Appinions is an opinion-powered influence marketing platform specifically designed to give brands the ability to measure and ignite contextual influence.
subject: commercial
subject: mining, extraction, analysis
subject: sentiment analysis
founding location: US
url: http://appinions.com/technology/

SentimentMetrics
type: Organization
description: Monitor and analyse social media.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
subject: sentiment analysis
founding location: UK
url: http://www.sentimentmetrics.com
subject: social media

RavenPack International
type: Organization
description: Financial news and sentiment analytics
subject: commercial
subject: mining, extraction, analysis
subject: sentiment analysis
url: http://ravenpack.com/
subject: financial news
subject: sentiment
subject: analytics
subject: news

General Sentiment
type: Organization
description: "General Sentiment is a social analytics company that delivers insights that change the way brands make product and marketing decisions. Fueled by big data natural language processing and text analytics, we interpret millions of online conversations and discover actionable insights. By measuring consumer sentiment surrounding product launches, advertising campaigns, potential issues and current events we identify actions and processes that significantly impact brand value and drive industry trends."
subject: commercial
subject: mining, extraction, analysis
subject: sentiment analysis
url: http://www.generalsentiment.com/what-we-do.html
subject: natural language processing
subject: social analytics
subject: text analytics
subject: analytics
subject: processing
subject: general sentiment
subject: actionable insight
subject: sentiment
subject: online conversation
subject: consumer sentiment

Twelvefold
type: Organization
description: TwelveFold's Spectrum tool performs targeted advertising through topic trending, summarization and matching.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
founding location: US
url: http://www.twelvefold.com/
subject: summarization
subject: topic

Andiamo Systems
type: Organization
description: Brand monitoring & word of mouth measurement services. On-demand tools that help businesses to identify, measure, better understand and act on consumer attitudes and opinions of their brands and their competitors brands to increase market share and profits.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
founding location: US
url: http://www.andiamosystems.com/
subject: service

Dialego SparkStream
type: Organization
description: Dialego SparkStream continuously extracts ideas from Social Media.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
url: http://www.dialego.com/exciting-tools/sparkstream.html
subject: social media

Moreover
type: Organization
description: Web content aggregation, media analysis for business. Now owned by LexisNexis.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
url: http://www.moreover.com/
subject: analysis
subject: media analysis
subject: content
subject: media analysis for business

SproutLoop
type: Organization
description: SproutLoop LLC consulting specializes in leveraging technology to grow business.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
founding location: US
url: www.sproutLoop.com/

Iconic Translation Machines
type: Organization
description: "Iconic Translation Machines Ltd. is a provider of high-quality cloud-based Machine Translation solutions for the Language Services industry that have been domain-adapted to specific technical areas."
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: Ireland
founding date: 2013
url: http://iconictranslation.com/
subject: cloud-based MT
subject: language technology
subject: SaaS
subject: big data

CrossLang
type: Organization
description: Specific solutions such as "MT software as a service - project-based as well as subscription to MT services", "Custom-built MT - have your own engine developed" and "CrossLang Gateway - integrated Machine Translation on demand"
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: Belgium
founding date: 2002
url: http://www.crosslang.com/
subject: MT software as a service
subject: subscription to MT services
subject: language technology
subject: SaaS
subject: outsourcing services

Metavana Influence Engine
type: Organization
description: Business products sentiment analysis and search for enriched data. Tracks influence and sentiment on social media.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
subject: sentiment analysis
url: http://www.metavana.com/
subject: social media

Porter Novelli TrendingTarget
type: Organization
description: a social media analytics tool, TrendingTarget, to reveal the full breadth of topics that a target audience is discussing online in real time.
subject: mining, extraction, analysis
subject: voice of the customer
founding location: US
url: http://www.porternovelli.com/newsroom/2011/09/porter-novelli-launches-trendingtarget/

MediaMiser Enterprise
type: Organization
description: software suite to support traditional and social media monitoring.
subject: commercial
subject: natural language interaction
subject: voice of the customer
founding location: Canada
founding date: 2011
url: http://www.mediamiser.com/
subject: social media

TrendyBuzz
type: Organization
description: Business intelligence through social media and press monitoring.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
subject: sentiment analysis
founding location: France
url: http://www.trendybuzz.com/
subject: business intelligence through social media and press monitoring
subject: intelligence
subject: business intelligence through social media
subject: business intelligence
subject: social media

Clarabridge
type: Organization
description: "Clarabridge's text mining software transforms text into actionable insight to improve market research, customer care, product development, quality assurance and risk management." Text mining, search, business intelligence and customer feedback.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
url: http://www.clarabridge.com/

Pegasystems
type: Organization
description: Social listening, text analytics, and natural language processing for customer service, marketing, and case management solutions. Enrichment of social content by detecting language, topic, taxonomy and sentiment to deliver actionable social insight and intelligence.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
subject: social media analysis
url: http://www.pega.com/

Zillabyte
type: Organization
description: Zillabyte is a cloud platform for data analysis. Number crunching for sales and marketing.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
founding location: US
founding date: 2012
url: http://zillabyte.com/
subject: analysis
subject: cloud platform
subject: cloud

MotiveQuest
type: Organization
description: Growth strategy provision leveraging custom curated consumer data from online communities.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
url: http://www.motivequest.com/

BuzzMetrics
type: Organization
description: Nielsen Online's BuzzMetrics services deliver trusted brand metrics, meaningful consumer insights and real-time market intelligence to help clients apply the power of consumer-generated media (CGM) to their businesses.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
url: http://www.nielsen-online.com/products_buzz.jsp
subject: consumer insight
subject: intelligence
subject: service

SAS
type: Organization
description: fairly extensive business analytics software and services. SAS Text Miner incorporates advanced linguistic capabilities within the core data mining solution of SAS Enterprise Miner. Consolidating structured (quantitative) data analysis with unstructured (free-form text) provides complete views and meaningful insights within an integrated predictive modeling environment.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
subject: text/data mining
subject: sentiment analysis
founding location: US
url: http://www.sas.com/software/
subject: analytics
subject: service

SentiMetrix
type: Organization
description: Big data sentiment analysis.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
founding location: US
url: http://www.sentimetrix.com/newsite/sentimetrix/en
subject: sentiment
subject: analysis

Lithium
type: Organization
description: Services for social media management and analytics: consumer reach and reputation analysis on a community platform
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
url: http://www.lithium.com/home/products.html
subject: analytics
subject: social media
subject: service
subject: analysis
subject: reputation analysis
subject: social media management
description: A powerful, web-based application that tracks social media and finds signals in the noise to help your team build better products and stronger customer relationships. Includes sentiment analysis, summarization and search over consumer-generated media".
subject: text/data mining
subject: social media analysis
subject: sentiment analysis
founding location: US
url: http://www.lithium.com/social-media-monitoring

Sysomos
type: Organization
description: social intelligence provision.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
subject: social media search
url: http://www.sysomos.com/
subject: intelligence

Carma
type: Organization
description: Carma distills traditional and social media analysis into what is most salient, finding pieces of actionable data to shape and validate business strategy.
url: http://www.carma.com/
subject: analysis
subject: social media
subject: media analysis

CARMA places clients' media performance in context, demonstrating trends over time.
type: Organization
description: Mining, Extraction, Analysis
subject: voice of the customer
url: Commercial

Freedom OSS
type: Organization
description: provides Integrated Cloud Service Management for organizations
subject: commercial
subject: in the cloud/saas
url: http://freedomoss.com/
subject: cloud
subject: service

Semantria
type: Organization
description: Information extraction. applies Text and Sentiment Analysis to tweets, facebook posts, surveys, reviews or enterprise content.
subject: commercial
subject: in the cloud/saas
subject: text/data mining
subject: sentiment analysis
founding location: US
founding date: 2011
url: http://www.semantria.com/
subject: extraction
subject: text and sentiment analysis
subject: analysis
subject: information extraction
subject: enterprise content
subject: content
subject: sentiment

OpenCalais
type: Organization
description: Calais is a service by Thomson Reuters that automatically extracts semantic information from web pages in a format that can be used on the semantic web.
subject: commercial
subject: in the cloud/saas
url: http://www.opencalais.com/
subject: service
subject: semantic web
subject: semantic information

Linguamatics
type: Organization
description: I2E on demand is the same thing in the cloud.
subject: commercial
subject: in the cloud/saas
url: http://www.linguamatics.com/
subject: cloud

Texifter
type: Organization
description: Data mining in large datasets: topic modeling, duplicate detection, and other information retrieval tasks involving users in an active learning loop.
subject: commercial
subject: in the cloud/saas
subject: data mining
founding location: US
url: http://texifter.com/
subject: retrieval
subject: topic
subject: mining

Acapela
type: Organization
description: Acapela provides text-to-speech capabilities for languages: "voice as a service".
subject: commercial
subject: natural language interaction
subject: text to speech
subject: in the cloud/saas
founding location: Belgium
url: http://www.acapela-vaas.com/index.html
subject: service
subject: speech
subject: voice

Lingway
type: Organization
description: Eptica Lingway privides linguistic and semantic analysis services for human resource and customer relations management
subject: commercial
subject: mining, extraction, analysis
subject: information retrieval
url: http://www.lingway.com/
subject: semantic analysis
subject: analysis
subject: service
subject: human resource

Factiva
type: Organization
description: Factiva (a Dow Jones company) "Factiva helps making business decisions faster with access to thousands of premium news and information sources, all in one place." Search and alerting.
subject: commercial
subject: mining, extraction, analysis
subject: business intelligence tools
url: http://www.dowjones.com/factiva/index.asp
subject: premium news
subject: search
subject: news

Pertimm
type: Organization
description: Product search, navigation and recommendation engine.
subject: commercial
subject: mining, extraction, analysis
subject: information retrieval
founding location: France
url: http://www.pertimm.com
subject: engine
subject: search
subject: recommendation engine
subject: product search

Antidot
type: Organization
description: Content enrichment, information searching, data discovery, and navigation within data and documents.
subject: commercial
subject: mining, extraction, analysis
subject: information retrieval
subject: named entity recognition and content enrichment
subject: in the cloud/saas
founding location: France
url: http://www.antidot.net/

Microsoft Translator Hub
type: Organization
description: "With Microsoft Translator Hub you can build your own machine translation system using your preferred terminology and style specific to your industry, linguistic, domain, or organizational needs. You can use this system via the Microsoft Translator API in your own applications, in 3rd party applications, your website, the Bing Translator Widget, and a community of collaborators."
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: US
founding date: 2012
url: https://hub.microsofttranslator.com/
subject: wisdom of crowds
subject: big data
subject: social media

Summify
type: Organization
description: Summify creates a daily summary of the most relevant news from clients' social networks, and delivers it to you by email, web or mobile. Now acquired by Twitter.
subject: commercial
subject: data aggregation
subject: summarisation and aggregation
url: www.summify.com
subject: relevant news
subject: social network
subject: relevant news from client
subject: news

SkyGrid
type: Organization
description: a news aggregator Android app; real time updates.
subject: commercial
subject: data aggregation
subject: summarisation and aggregation
url: http://www.skygrid.com/app/
subject: news

Toluna
type: Organization
description: Toluna is about market research, data collection, reporting and visualization. Toluna introduced the world�s largest social voting community.
subject: commercial
subject: data aggregation
subject: voice of the customer
subject: crowd sourcing
founding location: Netherlands
url: http://www.toluna-group.com/
subject: market research
subject: search
subject: visualization

CrowdFlower
type: Organization
description: Crowd sourcing for categorisation, search relevance, content generation, listing verification and enrichment, attribute collection, image moderation, sentiment analysis and transcription.
subject: commercial
subject: data aggregation
subject: crowd sourcing
url: http://www.crowdflower.com/
subject: search relevance
subject: sentiment
subject: search
subject: analysis
subject: content

Klout
type: Organization
description: Klout is a website and mobile app that uses social media analytics to rank its users according to online social influence via the "Klout Score", which is a numerical value between 1 and 100. Now acquired by Lithium.
subject: commercial
subject: data focused
subject: social media analysis
url: http://klout.com/
subject: social media analytics
subject: social media
subject: analytics

Betaworks
type: Organization
description: Own several new media companies including SocialFlow, Vibe and Chartbeat.
subject: commercial
subject: mining, extraction, analysis
founding location: US
founding date: 2007
url: http://betaworks.com/

SocialFlow
type: Organization
description: SocialFlow is a social media optimization platform for leading brands and publishers. The company uses the Twitter firehose, click data derived from its proprietary link proxy, along with proprietary algorithms, to optimize the delivery of messages on social networks.
subject: commercial
subject: natural language interaction
subject: aggregated data markets
founding location: US
url: http://socialflow.com/
subject: social network
subject: social media
subject: social media optimization platform

Alchemy
type: Organization
description: Applying advanced text analysis, computer vision and data storage services to huge volumes of unstructured data.
subject: commercial
subject: in the cloud/saas
subject: text/data mining
founding location: US
founding date: 2005
url: http://www.alchemyapi.com
subject: cloud

Artificial Solutions
type: Organization
description: "Natural Language Interaction (NLI), a technology that allows people to converse with computers, smartphones, and other electronic devices in a human-like and intelligent manner".
subject: commercial
subject: natural language interaction
founding location: Sweden
founding date: 2001
url: http://www.artificial-solutions.com

Ask Ziggy
type: Organization
description: Natural Language Understanding API platform.
subject: commercial
subject: natural language interaction
subject: machine translation
subject: natural language understanding
founding location: US
founding date: 2011
url: http://www.ask-ziggy.com/

Attensity
type: Organization
description: Provides social analytics and engagement applications for social customer relationship management. Text Analytics solutions enable computers to understand and process free-form text.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
founding location: US
founding date: 2000
url: http://www.attensity.com/
subject: social analytics
subject: customer relationship management
subject: intelligence
subject: analysis
subject: social intelligence platform
subject: contextual analysis
subject: analytics

Bitext
type: Organization
description: Build sentiment analysis applications for embedded deployment.
subject: commercial
subject: mining, extraction, analysis
subject: sentiment analysis
founding location: Spain
founding date: 2008
url: http://www.bitext.com/
subject: sentiment
subject: analysis

CereProc
type: Organization
description: CereProc creates text-to-speech products that produce synthetic voices with character and personality.
subject: commercial
subject: natural language interaction
subject: text to speech
founding location: UK
founding date: 2005
url: https://www.cereproc.com/
subject: speech

Cognitive Code
type: Organization
description: Silvia is an AI platform for building smart, conversational applications.
subject: commercial
subject: natural language interaction
subject: natural language understanding
subject: machine learning
founding location: US
founding date: 2006
url: http://silvia4u.info/
subject: conversational application

Easy Ask
type: Organization
description: develops tech oriented on ecommerce sites and the process by which customers navigate such sites.
subject: commercial
subject: natural language interaction
subject: voice of the customer
subject: text/data mining
founding location: US
founding date: 1994
url: http://www.easyask.com/

Expect Labs
type: Organization
description: "Powering intelligent voice interfaces for any app, device, or website"
subject: commercial
subject: natural language interaction
subject: speech recognition
founding location: US
founding date: 2011
url: https://www.expectlabs.com/
subject: voice
subject: interface

FactSummary
type: Organization
description: "increases the value and reach of news publisher's content through patented fact categorization and fact filtering".
subject: commercial
subject: mining, extraction, analysis
subject: summarisation and aggregation
founding location: US
founding date: 1999
url: http://www.factsummary.com/
subject: content
subject: categorization
subject: fact categorization
subject: news
subject: patented fact categorization

Fluential
type: Organization
description: provides speech tech to build voice-enabled solutions: "Recognizing that speech is the next essential function of mobile and consumer devices, Fluential focuses on optimizing the voice experience with multimodal interactions that both simplify and enhance consumers’ lives."
subject: commercial
subject: natural language interaction
subject: speech recognition
founding location: US
founding date: 1998
url: http://www.fluential.com/
subject: voice
subject: speech

Idilia
type: Organization
description: develops social media analytics based on word-sense disambiguation.
subject: commercial
subject: mining, extraction, analysis
subject: social media analysis
founding location: Canada
founding date: 2000
url: http://www.idilia.com/
subject: social media
subject: social media analytics
subject: analytics

Jibbigo
type: Organization
description: Jibbigo is a voice translation app that you can use online or offline. Translate your speech or text into 20+ languages, including English, Spanish, French, German, Japanese and Chinese. Acquired by Facebook.
subject: commercial
subject: natural language interaction
subject: machine translation
founding location: US
founding date: 2009
url: https://en.wikipedia.org/wiki/Jibbigo
subject: speech
subject: speech-to-speech translation
subject: translation

Lexalytics
type: Organization
description: "provides enterprise and hosted text analytics software to transform unstructured text into structured data. The software extracts entities, sentiment, quotes, opinions, and themes from text".
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: sentiment analysis
founding location: US
founding date: 2003
url: http://www.lexalytics.com/
subject: text analytics
subject: sentiment
subject: analytics

Maluuba
type: Organization
description: a speech-based search company targeting mobile phone applications.
subject: commercial
subject: natural language interaction
subject: speech recognition
founding location: Canada
url: http://www.maluuba.com/
subject: search
subject: speech

Qualaroo
type: Organization
description: Managing the customer experience on your website. Marketers can create and launch automated programs to understand and address real needs and issues that businesses experience while customers navigating their website.
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
subject: sentiment analysis
founding location: US
founding date: 2012
url: https://qualaroo.com/

ReadSpeaker
type: Organization
description: provides a suite of cloud-backed text-to-speech applications.
subject: commercial
subject: natural language interaction
subject: text to speech
founding location: Netherlands
founding date: 1999
url: http://www.readspeaker.com/
subject: speech
subject: cloud

Sherpa Personal Assistant
type: Organization
description: an Android app that answers speech and text queries.
subject: commercial
subject: mining, extraction, analysis
subject: speech recognition
subject: question answering
founding location: Spain
founding date: 2012
url: http://sher.pa/
subject: speech

SpeechStorm
type: Organization
description: headquartered in Northern Ireland and develops speech-based mobile apps for customer relations.
subject: commercial
subject: natural language interaction
subject: speech recognition
founding location: UK
founding date: 2010
url: http://www.speechstorm.com/
subject: speech

Transversal
type: Organization
description: a customer relations company providing knowledge solutions for customer-facing websites and contact centers.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: question answering
subject: text generation
founding location: UK
founding date: 2000
url: http://www.transversal.com/
subject: knowledge

Wolfram Research
type: Organization
description: Innovative producrs for data analysis and organization of R&D process.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: machine learning
founding location: UK
founding date: 1987
url: http://www.wolfram.com/
subject: analysis

Web-Harvest
type: Organization
description: Open Source Web Data Extraction tool written in Java.
subject: open source and academic
subject: data aggregation
url: http://web-harvest.sourceforge.net/overview.php
subject: open source
subject: extraction

GATE
type: Organization
description: Very widely used text engineering platform. GATE provides a general offset-oriented development/deployment environment/framework and rule-based tools to run within that framework. Many other GATE plugins have been contributed by the GATE team and third parties.
subject: open source and academic
subject: mining, extraction, analysis
url: http://www.gate.ac.uk/
subject: engine
subject: framework
subject: text engineering platform
subject: entity extraction
subject: extraction
subject: machine learning
subject: sentiment analysis
subject: natural language processing
subject: text analytics
subject: social media analytics
subject: text mining
subject: language technology

UIMA
type: Organization
description: Unstructured Information Management Architecture. An OASIS standard[3] as of March 2009, UIMA performs content analytics through l anguage analysis. Other general frameworks used for natural language processing include the General Architecture for Text Engineering (GATE) and the Natural Language Toolkit (NLTK).
subject: open source and academic
subject: mining, extraction, analysis
subject: text/data mining
url: http://uima.apache.org/
subject: natural language toolkit
subject: analytics
subject: content
subject: natural language processing
subject: toolkit
subject: analysis
subject: processing
subject: engine
subject: framework

BALIE
type: Organization
description: Java NLP toolkit for tokenization, sentence detection and named entity recognition.
subject: open source and academic
subject: nlp toolkits
subject: mining, extraction, analysis
url: http://balie.sourceforge.net/
subject: java nlp toolkit
subject: entity recognition
subject: toolkit

RapidMiner
type: Organization
description: RapidMiner offers data integration and analysis, analytical ETL and reporting combined in a community edition or enterprise edition. It comes with a graphical user interface for designing analysis processes. The solution offers a meta data transformation, which allows inspecting for errors during design time.
subject: open source and academic
subject: mining, extraction, analysis
founding location: US
url: http://rapid-i.com/content/view/181/190
subject: user interface
subject: analytics
subject: analysis
subject: interface
subject: graphical user interface
description: RapidMiner (formerly YALE) is a visual tool for data mining, machine learning, and predictive analytics. It is available in different flavours: a free GPL iicenced version (http://sourceforge.net/projects/rapidminer/), and a commercial product. Enhance your products with adaptability and innovative analytical features. By now, thousands of applications of RapidMiner in more than 30 countries give their users a competitive edge.
subject: commercial
subject: in the cloud/saas
subject: text/data mining
subject: semantic search
url: http://rapidminer.com/

KNIME
type: Organization
description: KNIME [naim] is a user-friendly graphical workbench for the entire analysis process. The Konstanz Information Miner offers data access, initial investigation, data transformation, predictive analyses and reporting tool with a user-friendly graphical interface. They offer an open-source tool and commercial products. The open integration platform offers over 1.000 modules. KNIME is also the open source data analytics platform continuously ranked No. 1 in customer satisfaction.
subject: open source and academic
subject: mining, extraction, analysis
url: http://www.knime.org/
subject: interface
subject: analysis
subject: open-source tool
subject: reporting tool
subject: open source
subject: analytics

ABNER
type: Organization
description: ABNER is a statistical named entity recognizer. CRF-based, includes Java API.
subject: open source and academic
subject: mining, extraction, analysis
url: http://www.cs.wisc.edu/~bsettles/abner/

Data Extracting SDK
type: Organization
description: Data Extracting SDK allows you to extract different data from text or web sources, analyze text content, extract different information and write your own data mining & extracting applications and services.
subject: open source and academic
subject: mining, extraction, analysis
subject: information extraction
url: http://extracting.codeplex.com/
subject: content
subject: text content
subject: service
subject: mining

Orange
type: Organization
description: Open source data visualization and analysis for novice and experts. Data mining through visual programming or Python scripting. Components for machine learning. Add-ons for bioinformatics and text mining.
subject: open source and academic
subject: mining, extraction, analysis
url: http://orange.biolab.si/
subject: visualization
subject: analysis
subject: open source
subject: data mining through visual programming or python
subject: text mining
subject: mining

Freeling
type: Organization
description: An open source language analysis tool suite.
subject: open source and academic
subject: nlp toolkits
url: http://garraf.epsevg.upc.es/freeling/
subject: analysis
subject: open source

Ellogon
type: Organization
description: Ellogon is a multi-lingual, cross-platform, general-purpose language engineering environment, developed in order to aid both researchers who are doing research in computational linguistics, as well as companies who produce and deliver language engineering systems. Ellogon as a language engineering platform offers an extensive set of facilities, including tools for processing and visualising textual/HTML/XML data and associated linguistic information, support for lexical resources (like creating and embedding lexicons), tools for creating annotated corpora, accessing databases, comparing annotated data, or transforming linguistic information into vectors for use with various machine learning algorithms.
subject: open source and academic
subject: nlp toolkits
url: http://www.ellogon.org/
subject: engine
subject: database
subject: processing
subject: linguistics
subject: search
subject: language engineering system

Jcore
type: Organization
description: NLP tool suite, mainly for UIMA within the biomedical domain.
subject: open source and academic
subject: nlp toolkits
url: http://www.julielab.de/Resources/JCoRe+NLP+Tools.html

Minor Third
type: Organization
description: MinorThird is an SDK/API for machine learning and information extraction, primarily on text data. A range of algorithms are included and is integrated tightly with the visualization tools for manual and automatic annotation of text.
subject: open source and academic
subject: nlp toolkits
url: http://sourceforge.net/apps/trac/minorthird/wiki
subject: api for machine learning and information extraction
subject: visualization
subject: extraction

MorphAdorner
type: Organization
description: MorphAdorner provides methods for adorning text with standard spellings, parts of speech and lemmata. MorphAdorner also provides facilities for tokenizing text, recognizing sentence boundaries, and extracting names and places.
subject: open source and academic
subject: nlp toolkits
url: http://morphadorner.northwestern.edu/morphadorner/
subject: speech

NLTK
type: Organization
description: A leading platform for building Python programs to work with human language data. NLTK contains modules for heuristic and statistical tagging (including the Brill tagger) and chunking, full parsing (CFG), and clustering (including K-means and EM).
subject: open source and academic
subject: nlp toolkits
url: http://www.nltk.org/
subject: cluster

Tesla
type: Organization
description: Text Engineering Software Laboratory: a virtual research environment for text engineering.
subject: open source and academic
subject: nlp toolkits
founding location: Germany
url: http://tesla.spinfo.uni-koeln.de/
subject: engine
subject: virtual research environment for text engineering
subject: search

OpenNLP
type: Organization
description: "A machine learning based toolkit for the processing of natural language text. It supports the most common NLP tasks, such as tokenization, sentence segmentation, part-of-speech tagging, named entity extraction, chunking, parsing, and coreference resolution. These tasks are usually required to build more advanced text processing services. OpenNLP also includes maximum entropy and perceptron based machine learning."
subject: open source and academic
subject: nlp toolkits
subject: machine learning
url: https://opennlp.apache.org/
subject: toolkit for the processing of natural language text
subject: entity extraction
subject: processing
subject: speech
subject: service
subject: extraction
subject: toolkit

Libjhuman-enhanced
type: Organization
description: "a morphological analysis system. It can segment and tokenize Japanese text (which seldom uses spacing character). It also generates many additional information (pronunciation, semantic information and more) during the process."
subject: open source and academic
subject: nlp toolkits
url: http://labs.exalead.com/project/libjuman-enhancer
subject: semantic information
subject: morphological analysis system
subject: analysis

Dragon
type: Organization
description: The Dragon Toolkit is a Java-based development package for academic use in information retrieval (IR) and text mining (TM, including text classification, text clustering, text summarization, and topic modeling).
subject: open source and academic
subject: mining, extraction, analysis
subject: text/data mining
subject: information retrieval
url: http://dragon.ischool.drexel.edu/default.asp
subject: toolkit
subject: topic
subject: summarization
subject: retrieval
subject: cluster
subject: text classification
subject: text mining
subject: mining

Mahout
type: Organization
description: Mahout by Apache offers algorithms to build machine-learning libraries that can scale to reasonable large data sets. It is especially made for classification, clustering and batch-base collaborative filtering that run on Hadoop. Non-Hadoop and single-node contribution can also be used and the core libraries are optimized also for non-distributed algorithms.
subject: open source and academic
subject: nlp toolkits
subject: machine learning
url: http://mahout.apache.org/
subject: cluster
description: Mahout is another project by Apache. It offers algorithms to build machine-learning libraries that can scale to reasonable large data sets. It is especially made for classification, clustering and batch-base collaborative filtering that run on Hadoop. Non-Hadoop and single-node contribution can also be used and the core libraries are optimized also for non-distributed algorithms.
subject: in the cloud/saas

Mallet
type: Organization
description: MALLET is a Java-based package for statistical natural language processing, document classification, clustering, topic modeling, information extraction, and other machine learning applications to text.
subject: open source and academic
subject: nlp toolkits
subject: machine learning
url: http://mallet.cs.umass.edu
subject: topic
subject: processing
subject: extraction
subject: document classification
subject: natural language processing
subject: cluster

WEKA
type: Organization
description: WEKA stands for �Waikato Environment for Knowledge Analysis� and it is a collection of machine-learning algorithms in order to solve data mining problems. It is written in Java and thus runs on almost any modern computing platform. It supports different data mining tasks such as clustering, data pre-processing, regression, classification, feature selection as well as visualization.
subject: open source and academic
subject: nlp toolkits
subject: machine learning
founding location: New Zealand
url: http://www.cs.waikato.ac.nz/ml/weka/
subject: knowledge
subject: visualization
subject: processing
subject: mining
subject: cluster
subject: analysis

R
type: Organization
description: R is a well supported, open source, command line driven, statistics package.
subject: open source and academic
subject: mining, extraction, analysis
subject: machine learning
url: http://www.rdatamining.com/
subject: open source

GATE Cloud
type: Organization
description: End-to-end text and web processing solutions from the GATE family (www.gate.ac.uk) running on cloud computing infrastructures.
subject: open source and academic
subject: in the cloud/saas
subject: text/data mining
subject: information extraction
url: http://gatecloud.net/
subject: cloud computing infrastructure
subject: processing
subject: infrastructure
subject: cloud

AnnoMarket
type: Organization
description: Open marketplace for pay-as-you-go, cloud-based extraction resources and services, in multiple languages. In addition, the Software-as-a-Service (SaaS) model reduces the complexity of deployment, maintenance, customisation and sharing of text processing resources and services, making them affordable to SMEs � both end users and resource providers.
subject: open source and academic
subject: in the cloud/saas
subject: text/data mining
subject: information extraction
url: http://annomarket.com/
subject: processing
subject: extraction
subject: cloud
subject: service
subject: content analysis
subject: machine learning
subject: text analytics

Openstack
type: Organization
description: OpenStack is a free and open-source cloud computing software platform.[2] Users primarily deploy it as an infrastructure as a service (IaaS) solution. The technology consists of a series of interrelated projects that control pools of processing, storage, and networking resources throughout a data center�which users manage through a web-based dashboard, command-line tools, or a RESTful API. OpenStack.org released it under the terms of the Apache License.
subject: open source and academic
subject: in the cloud/saas
subject: open source platform as a service
url: http://openstack.org/
subject: command-line tool
subject: processing
subject: restful api
subject: infrastructure
subject: cloud
subject: service

CloudStack
type: Organization
description: "Apache CloudStack is open source software designed to deploy and manage large networks of virtual machines, as a highly available, highly scalable Infrastructure as a Service (IaaS) cloud computing platform."
subject: open source and academic
subject: in the cloud/saas
subject: open source platform as a service
url: https://cloudstack.apache.org/
subject: service
subject: open source
subject: scalable infrastructure
subject: infrastructure
subject: cloud computing platform
subject: scalable infrastructure as a service
subject: open source software
subject: cloud

Hadoop
type: Organization
description: Hadoop is the most well-known big data open source tool around at the moment. It supports data-intensive distributed applications that can run simultaneously on large clusters of normal, commodity, hardware. It is licensed under the Apache v2 license. A Hadoop network is reliable and extremely scalable and it works according to the computational model MapReduce. Hadoop is written in the Java programming language and is used by a global community of distributors.
subject: open source and academic
subject: in the cloud/saas
subject: open source platform as a service
url: http://hadoop.apache.org/
subject: open source
subject: java programming language
subject: cluster

AppScale
type: Organization
description: Deploy Google App Engine applications on any cloud, public or private.
subject: commercial
subject: in the cloud/saas
url: http://www.appscale.com/
subject: cloud
subject: engine

Cloud Foundry
type: Organization
description: Cloud Foundry is an open source cloud computing platform as a service (PaaS) originally developed by VMware and now owned by Pivotal Software - a joint venture by EMC, VMware and General Electric.
subject: open source and academic
subject: in the cloud/saas
subject: open source platform as a service
url: http://cloudfoundry.org/
subject: cloud computing platform
subject: open source
subject: cloud
subject: service

CloudSNAP
type: Organization
description: CloudSNAP is a Cloud computing Platform as a Service (PaaS) system for transparent web applications deployment into a structured P2P network
subject: open source and academic
subject: in the cloud/saas
subject: open source platform as a service
url: http://snap.ow2.org/
subject: cloud
subject: service
subject: cloud computing platform

Eucalyptus
type: Organization
description: Eucalyptus is a set of web services, modeled after and compatible with Amazon Web Services (AWS). Written mostly in Java, Eucalyptus integrates components from over 100 open source projects, tested and packaged into a single easy-to-install and easy-to-use product.
subject: open source and academic
subject: in the cloud/saas
subject: open source platform as a service
url: http://open.eucalyptus.com/
subject: web service
subject: open source
subject: service

LingCloud
type: Organization
description: a suite of open-source cloud computing system software developed by Institute of Computing Technology, Chinese Academy of Sciences.
subject: open source and academic
subject: in the cloud/saas
subject: open source platform as a service
url: https://code.google.com/p/lingcloud/
subject: cloud

Nimbus
type: Organization
description: nfrastructure-as-a-Service implementation specifically targeting features of interest to the scientific community.
subject: open source and academic
subject: in the cloud/saas
subject: open source platform as a service
url: http://www.nimbusproject.org/
subject: service

Open Nebula
type: Organization
description: A cloud computing platform for managing heterogeneous distributed data center infrastructures.
subject: open source and academic
subject: in the cloud/saas
subject: open source platform as a service
url: http://opennebula.org/
subject: cloud computing platform
subject: infrastructure
subject: cloud

Scalr
type: Organization
description: Cloud management platform
subject: open source and academic
subject: in the cloud/saas
subject: open source platform as a service
founding location: US
url: http://www.scalr.com/
subject: cloud

TogaWare
type: Organization
description: Togaware has developed the �R Analytical Tool To Learn Easy� also known as Rattle. This is a graphical user interface for data mining using the R language. It can present visual and statistical summaries of data, give a graphical representation of the performance of models and it can score new datasets.
subject: open source and academic
subject: mining, extraction, analysis
subject: data mining
founding location: Australia
url: http://togaware.com/
subject: mining
subject: interface
subject: graphical user interface
subject: analytics
subject: user interface

SPMF
type: Organization
description: Also a Java based data mining. It includes 51 different algorithms among others for sequential pattern and or rule mining, frequent itemset mining, clustering and association rule mining. The source code of each algorithm can be combined with other Java programs. It can be used with an interface or from the command line.
subject: open source and academic
subject: mining, extraction, analysis
subject: data mining
url: http://www.philippe-fournier-viger.com/spmf/
subject: frequent itemset mining
subject: association rule mining
subject: interface
subject: cluster
subject: rule mining
subject: mining

Drill
type: Organization
description: Apache Drill is part of the Apache Incubator (http://incubator.apache.org/) and it offers a distributed system to perform interactive analyses of large-scale datasets that are based on Dremel. At the moment it is still incubating but the goals is to eventually become a massive scalable platform that can process petabytes of data in seconds over up to 10.000 servers.
subject: open source and academic
subject: data analytics platforms
url: http://incubator.apache.org/drill/

Chukwa
type: Organization
description: Chukwa an incubator under Apache and is built on top of a MapReduce framework as well as the Hadoop Distributed File System. It therefore is scalable and robust. It comes included with a powerful and flexible toolkit for monitoring, analysing and displaying results to make best use of big data.
subject: open source and academic
subject: data aggregation
url: http://incubator.apache.org/chukwa/
subject: flexible toolkit
subject: toolkit
subject: framework
subject: map reduce framework

Flume
type: Organization
description: Flume, also an Apache product, is an efficient and distribute system for collecting, aggregating and moving massive amounts of log data. The objective of Flume is to move data between applications and Hadoop. Its architecture is simple and based on streaming data flows. It is fault tolerant and offers the possibility for online analytic applications.
subject: open source and academic
subject: data aggregation
url: https://cwiki.apache.org/FLUME/home.html
subject: analytics

Sqoop
type: Organization
description: Sqoop, another Apache license product, is developed to move bulk data between Hadoop and structured data stores effectively. When using Sqoop this process is automatic for most of it. Sqoop uses MapReduce to import and export data, which provides fault tolerance as well as parallel operation.
subject: open source and academic
subject: data aggregation
founding location: US
url: http://sqoop.apache.org/

Corona
type: Organization
description: Corona is a scheduling framework developed by Facebook to separate cluster resource management from job co�rdination. It replaces the Hadoop MapReduce scheduling framework at Facebook, as they had reached the limits of Hadoop MapReduce because of vast quantities of data that Facebook has to deal with. A Corona MapReduce cluster consists of a cluster manager, a Corona Job tracker and a Proxy Job tracker. Facebook also developed an open source tool of it and it is dubbed the next version of MapReduce.
subject: open source and academic
subject: data aggregation
url: https://github.com/facebook/hadoop-20/tree/master/src/contrib/corona
subject: framework
subject: open source tool
subject: cluster
subject: cluster resource management
subject: scheduling framework
subject: open source

Kafka
type: Organization
description: Apache Kafka is a distributed publish-subscribe messaging system. It supports persistent messaging, high-throughput and parallel data load into Hadoop. It can handle and process all activity stream data (views, searches etc.). Current applications include LinkedIn to power LinkedIn Newsfeed and LinkedIn Today, Twitter, Foursquare and many others. You can view the possible application on https://cwiki.apache.org/confluence/display/KAFKA/Powered+By
subject: open source and academic
subject: data aggregation
url: http://kafka.apache.org/
subject: news
subject: search

ThinkUp
type: Organization
description: ThinkUp is an online application that allows users to capture all activity on social networks. It can show users graphs and charts in one dashboard in order to understand the activity in a social network. Conversations can be shown in rich visualizations. It is easy to use and install and only thing that is needed is a website able to deal with PHP
subject: commercial
subject: data aggregation
founding location: US
url: https://thinkup.com/
subject: social network
subject: visualization

Dremel
type: Organization
description: Dremel is an interactive ad-hoc query system, which is developed by Google. It offers analyses of read-only nested data. The system is extremely scalable; to 1000s of PCs and petabytes of data. It can process a collection of queries over massive, trillion-row, tables in just a matter of seconds by combining multi-level execution trees and columnar data layout. In the process of being merged with Drill.
subject: open source and academic
subject: data analytics platforms
url: http://research.google.com/pubs/pub36632.html
subject: query

GreenplumHD
type: Organization
description: Greenplum HD allows users to start with big data analytics without the need to built an entire new project. Greenplum HD is offered as software or can be used in a pre-configured Data Computing Appliance Module. IT exists of a complete data analysis platform and it combines Hadoop and Greenplum database into a single Data Computing Appliance.
subject: open source and academic
subject: data analytics platforms
url: http://www.ndm.net/datawarehouse/Greenplum/greenplum-hd
subject: analytics
subject: database
subject: analysis
subject: hadoop and greenplum database

HortonWorks
type: Organization
description: Hortonworks is a pure open source Hadoop Distribution system. It is built on top of Hadoop and it allows users to capture, process and share data at any scale and in any format in a simple and cost-effective manner. Apache Hadoop is a core component of the Hortonworks architecture.
subject: open source and academic
subject: data analytics platforms
url: http://hortonworks.com/
subject: open source

Ikanow
type: Organization
description: Ikanow focuses on developing products to enable uninhibited fusion and analysis of Big Data using open source technology. They have created an open source analytics platform.
subject: open source and academic
subject: data analytics platforms
url: http://www.ikanow.com/
subject: open source
subject: analytics
subject: analysis of big data
subject: analysis

Samoa
type: Organization
description: SAMOA is a platform for mining on big data streams. It is a distributed streaming machine learning (ML) framework that contains a programing abstraction for distributed streaming ML algorithms.
subject: open source and academic
subject: data analytics platforms
url: https://github.com/yahoo/samoa
subject: mining
subject: framework

Storm
type: Organization
description: Storm, which is now owned by Twitter, is a real-time distributed computation system. It works the same way as Hadoop provides batch processing as it uses a set of general primitives for performing real-time analyses. Storm is easy to use and it works with any programming language. It is very scalable and fault-tolerant.
subject: open source and academic
subject: data analytics platforms
founding location: US
url: http://storm-project.net/
subject: processing

Capita SmartMATE
type: Organization
description: "SmartMATE, by Capita, is a revolutionary, one-stop, machine assisted translation platform, combining the best of Translation Memory, Terminology and Machine Translation technologies, to produce high quality automated translations. Accessible through the fully managed, secure MT offering with dedicated access to Capita's experienced Language Technology team, or instantly online through the state of the art Capita Self-Serve MT software."
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: UK
founding date: 2003
url: https://www.smartmate.co/

Asia Online
type: Organization
description: "Language Studio� is Asia Online's flagship suite of products for near-human quality automated translation."
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: Singapore
founding date: 2007
url: www.asiaonline.net/
subject: cloud-based MT
subject: quality metrics
subject: big data

Prompsit Language Engineering
type: Organization
description: "Spin-out from the research team at University of Alicante that developed the Apertium rule-based MT platform." The company specialises in rule-based and hybrid MT especially for Romance languages.
subject: commercial
subject: mining, extraction, analysis
subject: machine translation
subject: sentiment analysis
founding location: Spain
founding date: 2006
url: www.prompsit.com/
subject: language technology

Pangeanic
type: Organization
description: "PangeaMT is Pangeanic's own, independent translation technology division with a clear focus on customized, domain-specific Machine Translation (MT)", "the first language service provider to make commercial use of Moses in EU's Framework development program euromatrixplus.net". Focus on EU languages, Chinese and Japanese.
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: Spain
founding date: 2000
url: www.pangeanic.com/machine-translation
subject: language technology
subject: SaaS

Lingenio
type: Organization
description: "Lingenio GmbH is the producer of the machine translation system translate and the innovative software suite translateDict". Focus on Gan-English.
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: Germany
founding date: 1999
url: www.lingenio.eu/
subject: language technology
subject: SaaS

Morphologic
type: Organization
description: "MorphoLogic offers both desktop machine translation programs and online services. The programs translate between English and Hungarian."
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: Hungary
url: http://www.morphologic.hu/index.php
subject: language technology
subject: SaaS
subject: syntactic analyzer
subject: search
description: Morphologic provides a range of products, mostly arranged around morphologically sensitive bilingual translation dictionaries, including thesauri. Applications include copy editing such as spelling checkers, hyphenators, grammar and style checkers; text search tools including stemmers; and translation of full documents. Tools include morphological analyzers including stemmers based on unification grammars, syntactic analyzers, spell checkers and language identifiers.
subject: nlp toolkits

Tilde
type: Organization
description: Specializes in developing custom machine translation systems that integrate customer terminology, boosting quality and accuracy. Extensive work on large-scale MT services for the public sector. Tilde has special expertise in building MT for complex, highly inflected languages, particularly the Scandinavian, Baltic, and Eastern/Central European languages.
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: Latvia
founding date: 1991
url: www.tilde.com
subject: language technology
subject: SaaS

Precision Translation Tools
type: Organization
description: Developer of Moses based statistical machine translation (SMT) applications.
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: Thailand
founding date: 2010
url: www.precisiontranslationtools.com

Safaba Translation Solutions
type: Organization
description: Provider of MT and localization solutions
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: US
founding date: 2009
url: www.safaba.com
subject: localization

TorangTek
type: Organization
description: Customized SMT Engine
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: China
founding date: 2011
url: www.torangetek.com
subject: big data

XTM International
type: Organization
description: Development of translation and workflow technology
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: UK
founding date: 2002
url: www.xtm-intl.com

YaTuo
type: Organization
description: Provider of customized SMT systems
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: China
founding date: 2012
url: www.zjyatuo.com
subject: big data

Talend
type: Organization
description: Talend has developed several big data software solutions, including Talend Open Studio for Big Data, which is a data integration tool supporting Hadoop, HDFS, Hive, Hbase and Pig. The objective is to improve the efficiency of data integration job design through a graphical development environment. Next to open source tools, Talend also sells other commercial products.
subject: open source and academic
subject: mining, extraction, analysis
subject: business intelligence tools
founding location: Germany, UK, France
url: http://www.talend.com/
subject: graphical development environment
subject: open source software
subject: open source tool
subject: open source

JasperSoft
type: Organization
description: Jaspersoft has developed several open source tools, among others a Reporting and Analytics server, which is a standalone and embeddable reporting server. The Open Source Java Reporting Library is a reporting engine that can analyse any kind of data and produce reports in any format. Jaspersoft ETL offers a data integration engine, powered by Talend. They claim it is the world�s most used business intelligence software.
subject: open source and academic
subject: mining, extraction, analysis
subject: business intelligence tools
url: http://community.jaspersoft.com/
subject: open source tool
subject: analytics
subject: intelligence
subject: business intelligence software
subject: business intelligence
subject: engine
subject: open source

SpagoBI
type: Organization
description: SpagoBI is an open source business intelligence suite. It provides analytical capabilities that are supported by over 30 analytical and operational engines. It is very flexible and an easy deploying into existing IT infrastructure. The suite also includes solutions for innovative intelligence domain such as KPI�s, visual enquiries, real time BI and mobile BI.
subject: open source and academic
subject: mining, extraction, analysis
subject: business intelligence tools
founding location: Italy
url: http://spagobi.org/
subject: intelligence
subject: open source
subject: business intelligence
subject: infrastructure
subject: engine
subject: analytics

Pentaho
type: Organization
description: Open source tool Pentaho is a big data tool focusing on data mining and reporting in order to create complex solutions for complex problems. Pentaho offers also paid products, but the open source tool is supported by a large community dedicated to delivering a complete, well integrated, and high quality suite of business intelligence software.
subject: open source and academic
subject: mining, extraction, analysis
subject: business intelligence tools
url: http://www.pentaho.com/
subject: intelligence
subject: business intelligence software
subject: mining
subject: open source tool
subject: business intelligence
subject: open source

OpenI
type: Organization
description: OpenI offers open source dashboards, interactive reporting, ETL, predictive modeling and more. Operating System: OS Independent. OpenI is a web-based OLAP reporting application. OpenI is an out-of-box solution for building and publishing reports from XMLA-compliant OLAP data sources.
subject: open source and academic
subject: mining, extraction, analysis
subject: business intelligence tools
founding location: US
url: http://openi.org/
subject: open source

LanguageWare
type: Organization
description: "IBM LanguageWare is a natural language processing (NLP) technology developed by IBM, which allows applications to process natural language text. It comprises a set of Java libraries which provide a range of NLP functions: language identification, text segmentation/tokenization, normalization, entity and relationship extraction, and semantic analysis and disambiguation."
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
url: https://www.ibm.com/developerworks/community/groups/service/html/communityview
subject: processing
subject: analysis
subject: relationship extraction
subject: extraction
subject: natural language processing
subject: semantic analysis
subject: entity and relationship extraction

Banner
type: Organization
description: Banner is a named entity recognition system, primarily intended for biomedical text. It is a machine-learning system based on conditional random fields and contains a wide survey of the best features in recent literature on biomedical named entity recognition (NER). BANNER is portable and is designed to maximize domain independence by not employing semantic features or rule-based processing steps. It is therefore useful to developers as an extensible NER implementation, to researchers as a standard for comparing innovative techniques, and to biologists requiring the ability to find novel entities in large amounts of text. BANNER is released under the Common Public License.
subject: open source and academic
subject: mining, extraction, analysis
subject: text/data mining
subject: named entity recognition and content enrichment
url: http://banner.sourceforge.net/
subject: search
subject: entity recognition system
subject: processing
subject: machine-learning system
subject: common public license
subject: semantic feature
subject: biomedical text
subject: entity recognition

The Dragon Toolkit
type: Organization
description: The Dragon Toolkit is a Java-based development package for academic use in information retrieval (IR) and text mining (TM, including text classification, text clustering, text summarization, and topic modeling). It is tailored for researchers who work on large-scale IR and TM and prefer Java programming;
subject: open source and academic
subject: mining, extraction, analysis
subject: text/data mining
subject: information retrieval
founding location: Germany
url: http://dragon.ischool.drexel.edu/default.asp
subject: text mining
subject: cluster
subject: summarization
subject: mining
subject: topic
subject: search
subject: retrieval
subject: toolkit
subject: text classification

JULIE
type: Organization
description: The JULIE Lab here offers a comprehensive NLP tool suite for the application purposes of semantic search, information extraction and text mining. Most of our continuously expanding tool suite is based on machine learning methods and thus is domain- and language independent. One main feature is that we offer our tools both as stand-alone programs and wrapped within the UIMA framework. UIMA is an open-source , industrial-strength, scaleable and extensible platform for creating, integrating and deploying unstructured information management solutions from combinations of semantic analysis and search components.
subject: open source and academic
subject: nlp toolkits
subject: text/data mining
url: http://www.julielab.de/
subject: search
subject: framework
subject: semantic analysis
subject: extraction
subject: text mining
subject: analysis
subject: mining

MaltParser
type: Organization
description: "MaltParser is a system for data-driven dependency parsing, which can be used to induce a parsing model from treebank data and to parse new data using an induced model. MaltParser is developed by Johan Hall, Jens Nilsson and Joakim Nivre at Vaxjo University and Uppsala University, Sweden."
subject: open source and academic
subject: nlp toolkits
url: http://maltparser.org/
subject: parsing model

MontyLingua
type: Organization
description: MontyLingua is a free for research use, commonsense-enriched, end-to-end natural language understander for English. Feed raw English text into MontyLingua, and the output will be a semantic interpretation of that text. Perfect for information retrieval and extraction, request processing, and question answering. From English sentences it extracts subject/verb/object tuples, extracts adjectives, noun phrases and verb phrases, and extracts people's names, places, events, dates and times, and other semantic information. MontyLingua makes traditionally difficult language processing tasks trivial!
subject: open source and academic
subject: mining, extraction, analysis
subject: natural language understanding
url: http://web.media.mit.edu/~hugo/montylingua/
subject: extraction
subject: search
subject: semantic information
subject: retrieval
subject: processing

NaCTeM
type: Organization
description: The National Centre for Text Mining (NaCTeM) is the first publicly-funded text mining centre in the world. We provide text mining services in response to the requirements of the UK academic community. NaCTeM is operated by the University of Manchester with close collaboration with the University of Tokyo. On our website, you can find pointers to sources of information about text mining such as links to
subject: open source and academic
subject: mining, extraction, analysis
subject: text/data mining
url: http://www.nactem.ac.uk
subject: mining
subject: text mining
subject: service

Antelope
type: Organization
description: Antelope (Advanced Natural Language Object-oriented Processing Environement) is a Natural Language Processing framework.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
founding location: FR
url: http://www.proxem.com/
subject: framework
subject: natural language processing
subject: processing

RASP
type: Organization
description: RASP is an NLP framework for robust accurate statistical parsing. It is trained using the British English corpora Susanne, LOB and BNC. RASP includes a tokenizer, part-of-speech tagger, hand-built FST-based morphological analyzer for English, grammar-based parser and parse reranking model. RASP is distributed only as an executable and licensed under its own non-commercial license.
subject: open source and academic
subject: nlp toolkits
founding location: UK
url: http://www.informatics.susx.ac.uk/research/nlp/rasp/
subject: search
subject: nlp framework
subject: speech
subject: part-of-speech tagger
subject: framework

Stanford NLP Software
type: Organization
description: This is many pieces of software with Java source licensed under the GNU General Public License. Tools include a part-of-speech tagger, text classifier, and PCFG parser. They no longer provide public access to their full JavaNLP toolkit.
subject: open source and academic
subject: nlp toolkits
subject: text/data mining
subject: named entity recognition and content enrichment
founding location: US
url: http://nlp.stanford.edu/software/index.shtml
subject: toolkit
subject: speech
subject: java nlp toolkit
subject: part-of-speech tagger

SRI International
type: Organization
description: "SRILM is a toolkit for building and applying statistical language models (LMs), primarily for use in speech recognition, statistical tagging and segmentation, and machine translation. It has been under development in the SRI Speech Technology and Research Laboratory since 1995. The toolkit has also greatly benefitted from its use and enhancements during the Johns Hopkins University/CLSP summer workshops in 1995, 1996, 1997, and 2002." Licensed for academic and commercial use.
subject: open source and academic
subject: mining, extraction, analysis
subject: text/data mining
subject: speech recognition
founding location: US
url: http://www.speech.sri.com/projects/srilm/
subject: speech
subject: toolkit
subject: toolkit for building and applying statistical language model
subject: statistical language model
subject: search
subject: translation

TreeTagger
type: Organization
description: TreeTagger is Helmud Schmidt's multilingual part-of-speech tagger.
subject: open source and academic
subject: nlp toolkits
founding location: Germany
url: http://www.ims.uni-stuttgart.de/projekte/corplex/TreeTagger/
subject: speech
subject: part-of-speech tagger

Accenture Technology Labs
type: Organization
description: Accenture is offering a sentiment monitoring service. Sentiment Monitoring Services searches preferred sites or newsgroups on the Internet for opinions. Using advanced language technologies, it interprets the sentiment of the text towards a specified product or service and then provides the user with an analysis of the results. Sentiment Monitoring Services combines a search agent and a perception engine to present users with an instant gauge of market perception of any feature, product, brand or organization. The natural language processor of the perception engine achieves an accuracy of approximately 90 percent compared to opinion ratings ranked manually.
subject: commercial
subject: mining, extraction, analysis
subject: in the cloud/saas
subject: text/data mining
founding location: US
url: http://www.accenture.com/
subject: analysis
subject: engine
subject: news
subject: sentiment
subject: service
subject: search
subject: sentiment analysis

Appen
type: Organization
description: Appen develops and markets speech and language technology products and services for major international information and communication companies and government organizations. Appen supplies a range of corpora, as well as tools for morphology and sentiment, and authorship.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: sentiment analysis
founding location: US
url: http://www.appen.com.au/
subject: language technology
subject: speech
subject: service
subject: sentiment

Autonomy
type: Organization
description: Autonomy is the acknowledged leader in the rapidly growing area of Meaning Based Computing (MBC)." Meaning Based Computing not only uncovers, but also makes sense of, the 85% of enterprise information that is hidden to all other technologies including keyword search engines and relational databases. ... Meaning Based Computing enables organizations to automatically form a contextual understanding of people's interests, behavior and ongoing interaction with any type of information. ... Meaning Based Computing enables organizations to extract meaningful evidence from terabytes of email, documents, spreadsheets and other unstructured information.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: voice of the customer
url: http://www.autonomy.com/
subject: search
subject: search engine
subject: relational database
subject: keyword search engine
subject: enterprise information
subject: database
subject: contextual understanding
subject: knowledge
subject: engine

Basis Technology
type: Organization
description: Basis Technology provides software solutions for extracting meaningful intelligence from unstructured text in Asian, European and Middle Eastern languages. We help technology companies and government organizations improve the accuracy of information retrieval, text mining and other applications through advanced linguistics." Basis provides entity extraction in ten languages, does language identification, as well as Chinese and Japanese character-level support.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
url: http://www.basistech.com/
subject: intelligence
subject: entity extraction
subject: retrieval
subject: text mining
subject: extraction
subject: entity extraction in ten languages
subject: linguistics
subject: mining

Baynote
type: Organization
description: "Baynote delivers the industry-leading recommendation engine for products and content as well as UseRank social search for websites, intranets, and portals. Our Collective Intelligence Platform allows businesses to better understand their visitors' intent and context and automatically display the best content and products based on that insight."
subject: commercial
subject: mining, extraction, analysis
subject: social media search
url: http://www.baynote.com/
subject: search
subject: engine
subject: content
subject: social search
subject: recommendation engine
subject: intelligence

BBN
type: Organization
description: BBN is the leader in the development of the new "Semantic Web," which will enable powerful searches and automated agents. BBN has been coordinating the work of 23 US and international research teams in conjunction with the World Wide Web Consortium and European Union collaborators to drive the transition to a semantic web."
subject: commercial
subject: mining, extraction, analysis
subject: semantic search
url: http://www.bbn.com/technology/knowledge/semantic_web_applications
subject: search
subject: semantic web

Brainware
type: Organization
description: Now part of Lexmark. Brainware helps the world's leading companies automatically extract, process, and retrieve data from any source" The technology behind Brainware's Intelligent Data Capture Distiller involves patented neural network-based classification as well as pattern recognition technologies and "fuzzy logic" to accurately sort documents and extract key data fields.
subject: commercial
subject: mining, extraction, analysis
subject: semantic search
url: http://www.brainware.com/
subject: search

Butler Hill Group
type: Organization
description: Merged with Appen. The Butler Hill Group was a streamlined network of linguists, computer scientists, language experts and research librarians with expertise in the natural language issues of computer technology. Past projects include machine translation, web search, lexicon evaluation, product usability studies, speech and product localization. Primarily provides services for corpus creation, evaluation and internationalization.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: named entity recognition and content enrichment
url: http://www.appen.com/
subject: translation
subject: speech
subject: service
subject: web search
subject: search

Cambridge Semantics
type: Organization
description: Cambridge Semantics empowers even non-technical users to leverage their familiarity with Excel (using Anzo for Excel) and the simplicity of our Web visualization and forms tool (Anzo on the Web) to rapidly develop solutions that connect critical enterprise data to an information fabric, making that data available to be combined, manipulated and shared at the moment it is needed."
subject: commercial
subject: mining, extraction, analysis
subject: semantic search
url: http://www.cambridgesemantics.com/
subject: visualization

Carrot Search
type: Organization
description: Carrot Search offers professional installation, customization, clustering and text mining consulting services based on Open Source and proprietary software." They also offer Lingo3G, a Document Clustering Engine that can organize collections of text documents into clearly labeled thematic groups.
subject: commercial
subject: mining, extraction, analysis
subject: information retrieval
url: http://carrotsearch.com/lingo3g-overview.html

3M Health Information Systems
type: Organization
description: CodeRyte's natural language processing (NLP) technology reads medical reports and identifies accurate CPT and ICD codes from the text of a physician's documentation.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
founding location: US
url: http://solutions.3m.com/wps/portal/3M/en_US/Health-Information-Systems/HIS/Products-and-Services/Products-List-A-Z/360EncompassSystem/
subject: natural language processing
subject: processing

Connexor
type: Organization
description: Connexor provides linguistic technologies and expertise to software houses and solution providers who tackle the challenge of how to derive useful information from unstructured digital text for different kinds of consumers and analysts. Connexor's Machinese software discovers the grammar and semantics of natural language. Machinese enriches text with linguistic markup: a uniform programmer's interface that enables use of text content in software applications and solutions.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: sentiment analysis
url: http://www.connexor.com/
subject: text content
subject: interface
subject: content

Connotate
type: Organization
description: Go Beyond Search... Access, Share and Deliver Intelligence and Awareness, not just Links. At Connotate we believe in working smarter, not harder." Utilizing patented machine learning algorithms, Agents are easily trained in minutes using a simple point-and-click process that requires NO programming. Agents can be deployed to do anything a human can do to mine, monitor, survey, collect, aggregate and normalize dynamic financial content deep within the Web or in the Enterprise into actionable business intelligence.
subject: commercial
subject: mining, extraction, analysis
subject: summarisation and aggregation
subject: machine learning
subject: knowledge extraction
url: http://www.connotate.com
subject: intelligence
subject: business intelligence
subject: search
subject: content
subject: outsourcing services

Content Analyst
type: Organization
description: Stop searching, start doing." Content Analyst supplies a range of text analytics applications, including classification, named entity coreference, relationship discovery.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: named entity recognition and content enrichment
url: http://contentanalyst.com/
subject: content
subject: discovery
subject: search
subject: analytics
subject: text analytics

Crawdad Technologies
type: Organization
description: Crawdad Technologies, LLC provides software and services to analysts and research professionals who need to transform unstructured text into insight. Crawdad supplies Crawdad Desktop, which does scraping and some natural language processing involving classification and terminology extraction.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: knowledge extraction
url: http://www.crawdadtech.com/
subject: search
subject: processing
subject: terminology extraction
subject: extraction
subject: service

Digital Reasoning
type: Organization
description: Digital Reasoning Systems develops software solutions that rapidly process and organize unstructured data into meaningful, relevant and quantifiable knowledge automatically. The core technology, embodied in Synthesys, can be used to provide for the automatic categorization, linking, retrieval and profiling of unstructured data."
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
url: http://www.digitalreasoning.com
subject: categorization
subject: knowledge
subject: retrieval

Engenium
type: Organization
description: Engenium is a pioneer in conceptual search technology that increases the effectiveness of electronic information retrieval. Unlike keyword searching that is limited to precisely matching the language of a given query, Engenium's Semetric concept search engines and integrated Autometric clustering engine analyze documents by meaning, concept and context. This yields better, faster search results --- uncovers information that otherwise would remain buried --- and enables organizations to work smarter. They seem to be applying latent semantic analysis (a kind of principal component analysis) to search and clustering.
subject: commercial
subject: mining, extraction, analysis
subject: semantic search
subject: knowledge extraction
url: http://www.engenium.com/
subject: cluster
subject: electronic information retrieval
subject: concept search engine
subject: search engine
subject: engine
subject: query
subject: principal component analysis
subject: analysis
subject: search
subject: semantic analysis
subject: retrieval

Exalead
type: Organization
description: Exalead CloudView is a one-of-a-kind search engine that collects unstructured and structured data from any source, in any format and in any volume, and automatically transforms it into a single structured information resource. This resource, which continually evolves and adapts as your data evolves, can be directly searched or used to develop innovative search-based applications (SBAs)."
subject: commercial
subject: in the cloud/saas
subject: text/data mining
subject: knowledge extraction
url: http://www.exalead.com/software/products/cloudview/
subject: search engine
subject: search
subject: cloud
subject: engine

Expert System
type: Organization
description: Expert System is a "leading provider of Semantic Intelligence software to discover, classify, and understand information contained in unstructured text. Expert System technology, COGITO enables natural language processing. It leverages full semantic analysis to automatically understand the content from any textual document, including the retrieval of meanings and the comprehension of natural language.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: knowledge extraction
url: http://www.expertsystem.net/
subject: expert system technology
subject: natural language processing
subject: analysis
subject: processing
subject: semantic analysis
subject: intelligence
subject: content
subject: retrieval

Extractiv
type: Organization
description: "Extractiv is a new content provisioning service tha helps consumers "make sense" of large amounts of unstructured text. We use natural language processing in conjunction with one of the world best distributed computing platform in order to turn text into structured data that can be used in a variety of apps, such as sentiment tracking or semantic search."
subject: commercial
subject: mining, extraction, analysis
subject: semantic search
subject: sentiment analysis
url: http://extractiv.com/
subject: processing
subject: content
subject: natural language processing
subject: sentiment
subject: service
subject: search

GrammarSoft
type: Organization
description: "GrammarSoft ApS is a small company specializing in LanguageTechnology. Product offerings (for multiple European languages) include morphological analyzers, part-of-speech taggers, syntactic/dependency parsing, named-entity recognition, translation, and tools for teaching language and spell checking. They are a spinoff of the Visual Interactive Syntax Learning (VISL) project.
subject: commercial
subject: nlp toolkits
subject: mining, extraction, analysis
subject: named entity recognition and content enrichment
url: http://grammarsoft.com/
subject: speech
subject: entity recognition
subject: translation
subject: part-of-speech tagger

H5
type: Organization
description: H5 builds classifiers for enterprise document management, especially in the legal domain.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: text classification
url: http://www.h5.com/solutions/h5edgeclassifier.html
subject: enterprise document management
subject: document management
subject: legal domain

Hot Neuron
type: Organization
description: Clustify groups related documents together into clusters and labels each cluster with keywords to tell you what it is about. It does both conceptual clustering and near-duplicate detection. This gives you a quick overview of the document set, and makes categorization of the documents more efficient and consistent. Clustify can process millions of documents on a desktop computer, bringing organization to large projects." Hot Neuron Similarity uses a proprietary algorithm to quantify the similarity of a pair of documents. This software is demonstrated on MagPortal.com where articles that are determined to be sufficiently similar are marked in a database."
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: text classification
url: http://www.hotneuron.com/
subject: cluster
subject: categorization
subject: database

Infobright
type: Organization
description: "Infobright delivers a high performance analytic database platform that serves as a key underlying infrastructure for The Internet of Things. Specifically focused on enabling the rapid analysis of machine generated data, Infobright powers applications to perform interactive, complex queries."
subject: commercial
subject: data focused
subject: data mining
url: http://infobright.com/
subject: database
subject: database platform
subject: analytics

Infogistics
type: Organization
description: Infogistics provides text-analysis, content extraction and document retrieval solutions across multiple areas of industry including HR, law enforcement, knowledge management and CRM.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
subject: information retrieval
url: http://www.infogistics.com/index.html
subject: knowledge management
subject: content
subject: knowledge
subject: content extraction
subject: analysis
subject: retrieval
subject: extraction

Inquira
type: Organization
description: Acquired by Oracle. InQuira helps companies deliver more effective customer service through their Web sites and contact centers. Their product features integrated capabilities for natural language search, knowledge base management, and analytics.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
url: http://www.inquira.com/
subject: analytics
subject: search
subject: service
subject: natural language search
subject: knowledge base management
subject: knowledge

Intelliresponse
type: Organization
description: Provider of virtual agent technology solutions for the enterprise. Create profitable online conversations for customers. "Their platform and applications use big data and predictive analytics to understand customers and drive better service and sales results for large enterprises."
subject: commercial
subject: natural language interaction
subject: question answering
url: http://www.intelliresponse.com/
subject: predictive analytics
subject: knowledge
subject: service
subject: customer relationship management

Irion
type: Organization
description: Irion Technologies specialises in building knowledge and information management systems that make use of language technology.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: Netherlands
url: http://www.irion.eu/en
subject: information management
subject: language technology

Just Systems
type: Organization
description: Just Systems' natural language processing technology enables semantic indexing and search.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: Japan
url: http://www.justsystems.com/global/products/index.html
subject: processing
subject: semantic indexing
subject: search
subject: natural language processing

LCC (Language Computer Corporation)
type: Organization
description: LCC (Language Computer Corporation) has a suite of "Cicero" tools (CiceroLite, CiceroCustom) which do content extraction.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: named entity recognition and content enrichment
url: http://www.languagecomputer.com/
subject: content extraction
subject: content
subject: extraction

Language and Computing
type: Organization
description: Natural Language Processing (NLP) and Natural Language Understanding (NLU) are technologies that can extract data and information from free text documents for further processing. Language and Computing is unique in delivering this level of understanding through its integration of the world's largest medical ontology with sophisticated inguistic processing algorithms. acquired by Nuance
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: natural language understanding
url: http://www.nuance.com/nlp/
subject: processing
subject: natural language processing

Lexicography Master Class
type: Organization
description: Lexicography MasterClass Ltd is a company specializing in lexicography and lexical computing. We run training courses, design and build language corpora, supply lexicographic software, and provide a complete project-management service for lexicographic projects, from conception to delivery.
subject: commercial
subject: data focused
subject: natural language understanding
url: http://www.lexmasterclass.com/
subject: service
subject: lexical computing

Leximancer
type: Organization
description: Leximancer is a software tool that enables users to find meaning from text-based documents. It automatically identifies key themes, concepts and ideas from unstructured text with little or no guidance. Leximancer is focusing on word-based classification and automatic taxonomy/synonym generation.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
url: http://www.leximancer.com

Lextek International
type: Organization
description: Lextek International supplies advanced information retrieval and natural language processing technology." Our technologies are used in a wide variety of business solutions. These range from document management systems to custom web based applications.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
url: http://www.lextek.com/
subject: natural language processing
subject: processing
subject: document management
subject: retrieval

Ling-Join Software
type: Organization
description: With the strong technical accumulation and unique technical advantages, we can provide a comprehensive solution for users with searching and natural language understanding. Solutions based around the NLU SDK Modules, Text Mining Middleware, Web Application Engine, and others engine middlewares. It is convenient to build a variety of business applications with the flexible combination of multi-level and multi-angle."
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
url: http://en.lingjoin.com/product/ljparser.html
subject: mining
subject: engine
subject: business application
subject: search
subject: text mining

Linguastat
type: Organization
description: "Based on its patent-pending proprietary technology, Linguastat offers a fully automated, web-based intelligence service that automates a variety of business tasks that require reading and analysis.
subject: commercial
subject: data focused
subject: text generation
url: http://www.linguastat.com/
subject: analysis
subject: intelligence
subject: service

Lockheed Martin
type: Organization
description: The AeroTextTM product suite provides a fast, agile information extraction system for developing knowledge-based content analysis applications. Possible applications include automatic database generation, routing, browsing, summarizing and searching. They do named entity extraction, coreference resolution, part-of-speech and phrase extraction, clustering, topic categorization, and event" extraction. They train by example and have special capabilities for reasoning about locations and times. They offer language support for English, Arabic, Chinese, Spanash and Indonesian.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
url: http://www.rocketsoftware.com/solutions/enterprise-search-and-text-analytics
subject: topic categorization
subject: search
subject: cluster
subject: speech
subject: analysis
subject: database
subject: content
subject: content analysis
subject: topic
subject: knowledge
subject: categorization
subject: phrase extraction
subject: extraction
subject: entity extraction

LXA Lexalytics
type: Organization
description: Designed to help our customers address the basic problem of making their loosely structured information more valuable. We have created a set of products that attack the problem of discovering, understanding and acting on information that affects their business."
subject: commercial
subject: in the cloud/saas
subject: text/data mining
subject: named entity recognition and content enrichment
url: http://www.lexalytics.com/

Lymbix
type: Organization
description: Limbix has designed a suite of enterprise and social solutions built on our unique ability to precisely determine the tone in text-based communication. Whether it's deeper social media analytics or a solution for improved enterprise communication you're looking for, you can bet we have a product offering available (or in development) to match. Our team is ready to work with you."
subject: commercial
subject: mining, extraction, analysis
subject: voice of the customer
subject: sentiment analysis
url: http://www.lymbix.com/
subject: social media analytics
subject: analytics
subject: social media

M*Modal
type: Organization
description: M*Modal's state-of-the-art Speech Understanding technology translates physician dictation in real-time into a searchable, structured document."
subject: commercial
subject: natural language interaction
subject: speech recognition
url: http://mmodal.com/products-and-services/speech/
subject: search
subject: speech

Meaningful Machines
type: Organization
description: "Meaningful Machines develops, patents, and commercializes languagetechnologies based on a unique suite of methods that automate machine understanding of natural language. The company is developing technologies for use in machine translation (MT), text mining, machine learning, and other applications that benefit from machine understanding.
subject: commercial
subject: mining, extraction, analysis
subject: natural language understanding
founding location: US
url: http://www.meaningfulmachines.com/index.htm
subject: mining
subject: translation
subject: text mining

Megaputer
type: Organization
description: TextAnalyst will help you quickly summarize, efficiently navigate, and cluster documents in your textbase. Megaputer's TextAnalyst product extracts semantic networks, summarizes text using a balanced combination of linguistic and neural network investigation methods. Their notion of semantic network is the most important concepts from the text and the relations between these concepts weighted by their relative importance. They also use these semantic networks for clustering and exploration/search.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
url: http://www.megaputer.com/
subject: search
subject: cluster

MetaCarta
type: Organization
description: GDMs [Geographic Data Modules] make up the core of MetaCarta products and hosted solutions. A GDM is a knowledge base used to identify and disambiguate geographic references, assign latitude/longitude coordinates, and confidence scores and relevance ranking. Each MetaCarta GDM contains linguistic statistics, gazetteer data, and natural language processing (NLP) logic. MetaCarta GeoSiteSearch is a Web portal drop-in that enables users to conduct a geographic search on any content, with search results ranked on location and text relevance.
subject: commercial
subject: data focused
subject: text/data mining
subject: semantic search
url: http://www.metacarta.com
subject: natural language processing
subject: knowledge
subject: geographic search
subject: content
subject: processing
subject: search

Mnemonic Technology
type: Organization
description: At Mnemonic, we can help you realize the full value of your information, whether structured or unstructured. Our relevance models help you get the right information to the right people at the right time. They automatically learn to prioritize, categorize, monitor and summarize large volumes of unstructured textual information according to the unique requirements of individual users."
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
url: http://www.mnemonic.com

NetOwl
type: Organization
description: Extractor: Accurately perform entity extraction from unstructured texts using advanced computational linguistics and natural language processing.
subject: commercial
subject: in the cloud/saas
subject: text/data mining
subject: named entity recognition and content enrichment
subject: sentiment analysis
founding location: US
url: http://www.netowl.com/
subject: entity extraction
subject: linguistics
subject: natural language processing
subject: processing
subject: extraction

Next IT
type: Organization
description: Next IT's Human Emulation Software, ActiveAgent, creates Virtual Experts for organizations that are redefining customer service through technology. As a single solution, ActiveAgent accurately understands and interprets users' natural language questions and delivers exact results. ActiveAgent leverages an organization's entire asset and resource portfolio through multiple service channels such as the web, contact center, intranet, mobile devices, and more with accuracy, scalability and operational efficiency."
subject: commercial
subject: natural language interaction
subject: question answering
founding location: US
url: http://www.nextit.com/ProductOverview.ashx
subject: natural language question answering
subject: service

Northern Light
type: Organization
description: What if your search engine could read all the market intelligence reports and articles your company creates or licenses and tell you what is in them, suggest to you what the business issues are that they report on, and direct you to the documents that are the most interesting to you, not from a search relevance perspective, but from a meaning perspective?
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: data aggregation
founding location: US
url: http://www.northernlight.com
subject: search relevance
subject: engine
subject: search engine
subject: search
subject: intelligence

Northside
type: Organization
description: North Side Inc. technology enables people to interface with applications naturally, by speaking in English or typing.
subject: commercial
subject: natural language interaction
subject: speech recognition
founding location: Canada
url: http://northsideinc.com/

Nstein
type: Organization
description: Ntelligent Enterprise Search by Nstein is a powerful search solution built to increase the efficiency and productivity of your employees on intranets and portals. For public websites, it will guide your customers in the most advanced discovery process. It quickly delivers highly accurate search results in all circumstances.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: Canada
url: http://www.nstein.com/ntelligent.asp
subject: discovery
subject: search
subject: intelligent enterprise search

Nuxeo
type: Organization
description: Nuxeo Enterprise Platform (Nuxeo EP) is a Java-based content infrastructure designed to be used as a development environment for content- and case-based applications. Nuxeo EP is an extensible and configurable set of ECM services and modular plug-ins that allows an organization to build out specific horizontal or vertical applications."
subject: commercial
subject: data focused
founding location: France
url: http://www.nuxeo.com/en/products/ep
subject: java-based content infrastructure
subject: content
subject: service
subject: infrastructure

Semafora Systems
type: Organization
description: Semafora Systems GmbH is a provider of products, solutions and services in the area of semantic technologies. The base of the semafora systems solutions are the tried and tested products OntoBroker and OntoStudio, which are responsible for the central tasks of modeling and knowledge processing. For semantic content analytics, the SemanticMiner tool uses ontologies.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: Germany
founding date: 1990
url: http://www.semafora-systems.com/
subject: semantic content analytics
subject: service
subject: knowledge
subject: analytics
subject: processing
subject: content
subject: knowledge processing

Ontotext
type: Organization
description: Ontotext is a developer of core semantic technology, which delivers applications in domains like Web Mining, EAI, KM, BI, and Media Research.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: Bulgaria
url: http://www.ontotext.com/
subject: media research
subject: search
subject: mining

Optimal Solutions and Technologies
type: Organization
description: "OST develops tools and integrates resources that are a precise fit to our client's needs, size, and budget. Unlike many other businesses, we are not married to specific manufacturers or solutions providers that will limit the scope of our offerings. Our Services Include Computational Linguistics"
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
founding location: US
url: http://www.ostglobal.com/content/services/integrateditsolutions.htm
subject: linguistics
subject: service

Oracle Data Mining
type: Organization
description: Oracle Data Mining (ODM) -- an option to Oracle Database 11g Enterprise Edition -- enables you to easily build and deploy next-generation applications that deliver predictive analytics and new insights. Application developers can rapidly build next-generation applications using ODM's SQL and Java APIs that automatically mine Oracle data and deploy results in real-time-throughout the enterprise.
subject: commercial
subject: in the cloud/saas
subject: text/data mining
founding location: US
url: http://www.oracle.com/technology/products/bi/odm/index.html
subject: database
subject: predictive analytics
subject: mining
subject: analytics

Panscient
type: Organization
description: "Panscient is a content supplier for vertical search engines. They have the interesting business model of supplying lists of people and businesses scraped from the entire .com domain of corporate web sites and updated monthly. They also develop vertical search applications.
subject: commercial
subject: data aggregation
subject: text/data mining
founding location: US
url: http://panscient.com/
subject: search engine
subject: search
subject: service
subject: engine
subject: content

Parity Computing
type: Organization
description: Parity Computing's unstructured data management and knowledge discovery solutions transform disparate data and content into a knowledge network of actionable profiles and linked relationships.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: US
url: http://www.paritycomputing.com/web/index.html
subject: discovery
subject: knowledge
subject: knowledge discovery
subject: content

Phrasetrain
type: Organization
description: We're creating natural language technology that grows and improves as it collects simple human judgments about language. Using this technology, we're building tools to search blog posts, feeds, and other texts for key concepts, not just keywords and phrases. Think of it as tagging meets natural language processing. As of February 2007, they only offered a mailing list.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: US
url: http://www.phrasetrain.com/
subject: natural language processing
subject: language technology
subject: key concept
subject: search
subject: natural language technology
subject: processing

BrainSpace
type: Organization
description: "Brainspace Corporation makes software that connects people and knowledge through a semantic intelligence platform. Brainspace processes information like the human brain�evaluating content, meaning and connectedness and determining not just relevance, but value. Brainspace�s suite of solutions will transform the way we find and connect to people, data and knowledge."
subject: commercial
subject: data aggregation
subject: semantic search
founding location: US
url: http://www.brainspace.com/
subject: discovery
subject: knowledge
subject: search
subject: semantic intelligence platform

QL2
type: Organization
description: QL2 Software's tools and solutions deliver business critical data seamlessly and in real-time. QL2's technology integrates data from virtually any source, inside and outside the firewall, with existing applications and solutions. The result is better analytics and smarter, more profitable decisions. It wasn't clear from the web site whether any natural language processing was involved in their products.
subject: commercial
subject: data aggregation
subject: semantic search
founding location: US
url: http://www.ql2.com/
subject: business intelligence
subject: search engine
subject: analytics

Recommind
type: Organization
description: Search, classification, eDiscovery and compliance for enterprises. Their CORE platform develops a contextual understanding of the information contained in content and document collections.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: US
url: http://www.recommind.com/
subject: eDiscovery
subject: analysis
subject: search

Recorded Future
type: Organization
description: Web intelligence platform
subject: commercial
subject: data aggregation
subject: text/data mining
founding location: US
url: https://www.recordedfuture.com/
subject: analytics
subject: predictive analysis
subject: visualization
subject: temporal analytics engine
subject: engine
subject: news
subject: database
subject: financial database
subject: analysis

NetValue
type: Organization
description: High performance search and data analysis.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: machine learning
founding location: New zealand
url: http://www.netvalue.net.nz/
subject: analysis
subject: search

SAP
type: Organization
description: SAP Business Intelligence tools offers a broad portfolio of tools and applications designed to help you optimize business performance by connecting people, information, and businesses across business networks. Among its operations is Intelligent Search and Text Analysis software to extract, categorize, and summarize key information from unstructured text and convert it to a structured format so that it can be an effective data source for data integration or business intelligence. Process in more than 30 languages."
subject: commercial
subject: in the cloud/saas
subject: text/data mining
founding location: Germany
url: http://go.sap.com/solution/platform-technology/business-intelligence.html

Teragram
type: Organization
description: Teragram is a service provider for technologies such as Linguistics, pattern matching, Linguistic search and retrieval, international dictionaries for search and e-commerce, document management, and high demand Internet applications and services. It licenses its proprietary software and Linguistic data to other companies who embed our technologies into their corporate, Internet or software applications.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic technology
founding location: US
url: http://www.sas.com/en_us/software/teragram.html
subject: document management
subject: linguistic search
subject: retrieval
subject: search
subject: service
subject: linguistics

SDL Language Weaver
type: Organization
description: "SDL Language Cloud Machine Translation is a collection of pre-trained engines that contain industry-relevant content that can be further refined with your unique terminology."
subject: commercial
subject: in the cloud/saas
subject: machine translation
founding location: UK
founding date: 2002
url: http://www.sdl.com/cxc/language/translation-productivity/language-cloud/
subject: engine
subject: translation

Semantia
type: Organization
description: Automatic processing of natural written language for optimizing customer interactions. extends traditional BI and enterprise search applications.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
subject: machine translation
founding location: US
url: http://www.semantia.com/
subject: processing

Serendio
type: Organization
description: Serendio's Customer Experience Analytics (CxA) solution derives insights from social media, emails, surveys, call center narratives and other forms of customer-centric content to provide a precise analysis of customer sentiments, perceptions, needs and wants...through a highly-available and secure SaaS application."
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
subject: voice of the customer
founding location: US
url: http://serendio.com/index.php
subject: social media
subject: sentiment
subject: analytics
subject: customer-centric content
subject: customer sentiment
subject: analysis of customer sentiment
subject: customer experience analytics
subject: content
subject: saas application
subject: analysis

Silobreaker
type: Organization
description: Silobreaker is an automated search service for news and current affairs that aims to provide more relevant results to the user than what traditional search and aggregation engines have been offering so far. Instead of returning just lists of articles matching a search query, Silobreaker finds people, companies, organizations, topics, places and keywords; understands how they relate to each other in the news flow, and puts them in context through graphical results in its intuitive user interface. The search result pages look similar to an online newspaper but are generated without human editing. The site aggregates content on global issues, science, technology, energy, business, sports and entertainment from tens of thousands of news sources, blogs, multimedia, and other forms of news media from around the world. With the engine's focus on finding and connecting related data in the information flow, Silobreaker user tools and visualizations are ideal for bringing meaning to content from either today's Web or the evolving Semantic Web, or both.
subject: commercial
subject: data aggregation
subject: text/data mining
subject: semantic search
subject: named entity recognition and content enrichment
url: http://www.silobreaker.com/
subject: search service for news
subject: content
subject: user interface
subject: semantic web
subject: service
subject: interface
subject: engine
subject: search query
subject: news media
subject: topic
subject: visualization
subject: search service
subject: search
subject: query
subject: news

Sinequa
type: Organization
description: Sinequa is a global provider of Enterprise Search Solutions, its multi-lingual knowledge access platform.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: France
url: http://www.sinequa.com/
subject: knowledge
subject: multi-lingual knowledge access platform
subject: search

Soliloquy
type: Organization
description: Soliloquy offers fully automated solutions that enable end users to find the information, services and products they desire through targeted online dialogs. Soliloquy is in the business of dialog mining, a kind of text data mining over dialogues. They claim to be the world's first company to offer turnkey solutions that enable end users to find the information and products they desire through intelligent, targeted dialogs."
subject: commercial
subject: natural language interaction
subject: text/data mining
founding location: US
url: http://www.soliloquy.com/
subject: dialogue mining

SPSS
type: Organization
description: PASW Modeler makes it easy to discover insights in your data. Its simple graphical interface puts the power of data mining in the hands of business users and high-performance increases analyst productivity."
subject: commercial
subject: in the cloud/saas
subject: text/data mining
founding location: US
url: http://www.spss.com/software/modeling/modeler/
subject: text analystics
subject: mining
subject: social media analytics

STIL Language Technology
type: Organization
description: Consultancy and software. Bringing cademic research to business. "STIL can offer solutions to businesses and non-profit organizations that have a need to explore what language technology could offer them, or with a need to integrate language technology components in their information systems.
subject: open source and academic
subject: nlp toolkits
subject: text/data mining
subject: named entity recognition and content enrichment
founding location: Netherlands
url: http://ilk.uvt.nl/~stil/
subject: language technology
subject: search

Talis
type: Organization
description: The Talis Platform makes it easy for developers to build powerful applications that use Semantic Web technologies and standards. Delivered as Software as a Service (SaaS), the Platform dramatically reduces the complexity and cost of storing, indexing, searching and augmenting large quantities of data.
subject: commercial
subject: in the cloud/saas
subject: data aggregation
founding location: UK
url: http://www.talis.com/
subject: search
subject: semantic web
subject: service

Text Analysis International
type: Organization
description: VisualText is the premier integrated development environment for building information extraction systems, natural language processing systems, and text analyzers. TAI offers VisualText, an Integrated Development Environment for deep text analysis applications. They also provide TAIParse, which includes part-of-speech tagging and noun-phrase chunking. The basic technology appears to be a multi-pass rule-based approach.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
founding location: US
url: http://www.textanalysis.com/index.html
subject: speech
subject: natural language processing
subject: analysis
subject: processing
subject: extraction
subject: text analyzer

Textkernel
type: Organization
description: Textkernel specialises in semantic recruitment technology; offers multilingual resume parsing, info extraction, sentiment, and general data mining.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: sentiment analysis
founding location: Netherlands
url: http://www.textkernel.com/
subject: mining
subject: extraction
subject: sentiment

TextMap
type: Organization
description: TextMap is a search engine for entities: people, places, and things in the news. It uses natural language processing techniques to track entity references in news sources, and a variety of statistical techniques to analyze the relationships between them.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: named entity recognition and content enrichment
founding location: US
url: http://www.textmap.com/
subject: natural language processing
subject: search
subject: search engine
subject: news

TextOre
type: Organization
description: We provide business-to-business (B2B) analytical software and services to accurately examine and extract information from large volumes of multilingual unstructured text.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: US
url: http://www.textore.net/index.html
subject: analytics
subject: service

TextWise
type: Organization
description: TextWise semantic technologies work well in targeted customer relationship management and for intellectual property discovery and analyses.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
subject: machine learning
founding location: US
url: http://www.textwise.com/

Cision
type: Organization
description: PR company that provides social media monitoring with sentiment analysis. RSS feed-based Web monitoring application.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: sentiment analysis
founding location: US
url: http://www.cision.com/
subject: social media analytics

Vantage Linguistics
type: Organization
description: Vantage Linguistics offers SearchEnhancer as one of its products, which supplements existing search technology and information retrieval systems by incorporating a linguistic search engine.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: information retrieval
founding location: US
url: http://www.vantagelinguistics.com/
subject: linguistics
subject: artificial intelligence
subject: search
subject: intelligence

Wordtracker
type: Organization
description: "Wordtracker's leading-edge research tool gives you the keywords you need to rise above your competitors in search engine rankings. Even better, we also show you how keyword research can help you discover untapped market niches, get inspiration for new products, and create compelling content that distinguishes your site from the pack."
subject: commercial
subject: data focused
subject: semantic search
founding location: UK
url: http://www.wordtracker.com/
subject: compelling content
subject: content
subject: engine
subject: search
subject: search engine

Xerox European Research Centre
type: Organization
description: With the multiplication of on-line document repositories and the phenomenal growth of the Web, a fantastic amount of information is available at our fingertips. The central problem becomes that of quickly accessing, within that mass, the arbitrary pieces of information that are needed at any given time. As a large proportion of the data is made up of natural language texts, any comprehensive solution will rely heavily on natural language processing (NLP). Our research agenda concerns theories, methods, tools and systems that make it possible to uncover the content of natural language texts. XRCE provides demos and licenses for software for finite state automat, machine learning for categorization and clustering, robust parsing and semantics. You can find some online demos and links to research software from the above link.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: information extraction
founding location: France
url: http://www.xrce.xerox.com/Research-Development/Document-Content-Laboratory
subject: cluster
subject: search
subject: natural language processing
subject: content
subject: categorization
subject: processing

ZoomInfo
type: Organization
description: ZoomInfo.com is a business information search engine, with profiles on more than 35 million people and 3.8 million companies. ZoomInfo delivers a single site for quick and easy access to in-depth information on industries, companies, people, products, services and jobs. "ZoomInfo, a semantic search engine, uses its patented Natural Language Processing algorithms to understand and organize the business web." ZoomInfo focuses on search for people, companies or jobs on zoominfo.com.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: semantic search
founding location: US
url: http://www.zoominfo.com/
subject: search
subject: processing
subject: engine
subject: natural language processing
subject: service
subject: search engine
subject: semantic search engine

ZyLAB
type: Organization
description: ZyLAB is in e-discovery, and offers general text data mining, includeing entity extraction and summarization. They also do visualization and MT.
subject: commercial
subject: mining, extraction, analysis
subject: text/data mining
subject: information extraction
founding location: Netherlands
url: http://www.zylab.com/Technology/text_mining_and_analytics.html
subject: summarization
subject: mining
subject: extraction
subject: entity extraction
subject: discovery
subject: visualization