Luminoso is a Cambridge, MA-based text analytics and artificial intelligence company. It spun out of the MIT Media Lab and its crowd-sourced Open Mind Common Sense (OMCS) project.[1][2][3][4]

Luminoso
Company typePrivately held company
IndustryNatural language understanding
Founded2010 (2010)
HeadquartersCambridge, Massachusetts, United States
Key people
CEO: Mark Zides, Founders: Catherine Havasi, Dennis Clark, Jason Alonso, Robyn Speer
Products
  • Luminoso Daylight
  • Luminoso Compass
Number of employees
50-100
Websitewww.luminoso.com

The company has raised $20.6 million in financing,[5] and its clients include Sony, Autodesk, Scotts Miracle-Gro, and GlaxoSmithKline.[1][2][4][6][7]

History edit

Luminoso was co-founded in 2010 by Dennis Clark, Jason Alonso, Robyn Speer, and Catherine Havasi,[8] a research scientist at MIT in artificial intelligence and computational linguistics.[9] The company builds on the knowledge base of MIT’s Open Mind Common Sense (OMCS) project,[1][10][6] co-founded in 1999 by Havasi, who continues to serve as its director.[11] The OCMS knowledge base has since been combined with knowledge from other crowdsourced resources to become ConceptNet.[12] ConceptNet consists of approximately 28 million statements in 304 languages, with full support for 10 languages and moderate support for 77 languages.[13] ConceptNet is a resource for making an AI that understands the meanings of the words people use.[13]

During the World Cup in June 2014, the company provided a widely reported real-time sentiment analysis of the U.S. vs. Germany match, analyzing 900,000 posts on Twitter, Facebook and Google+.[1][14][15]

Applications edit

The company uses artificial intelligence, natural language processing, and machine learning to derive insights from unstructured data such as contact center interactions, chatbot and live chat transcripts, product reviews, open-ended survey responses, and email.[3][16] Luminoso's software identifies and quantifies patterns and relationships in text-based data, including domain-specific or creative language.[2][10][17] Rather than human-powered keyword searches of data, the software automates taxonomy creation around concepts, allowing related words and phrases to be dynamically generated and tracked.[2][10]

Commercial applications include analyzing, prioritizing, and routing contact center interactions; identifying consumer complaints before they begin to trend; and tracking sentiment during product launches.[2][3][18] The software natively analyzes text in fourteen languages, as well as emoji.[19]

Products edit

Luminoso's technology can be accessed via two products: Luminoso Daylight and Luminoso Compass.[18][20] Luminoso Daylight enables a deep-dive analysis into batch or real-time data, whereas Luminoso Compass automates the categorization of real-time data.[18][20] Both products offer a user interface as well as an API.[19] Luminoso's products can be implemented through either a cloud-based or an on-premise solution.[19]

Research edit

Luminoso continues to actively conduct research in natural language processing and word embeddings and regularly participates in evaluations such as SemEval.[21][22] At SemEval 2017, Luminoso participated in Task 2, measuring the semantic similarity of word pairs within and across five languages.[22] Its solution outperformed all competing systems in every language pair tested, with the exception of Persian.[22]

Recognition edit

Luminoso has been listed as a "Cool Vendor in AI for Marketing" by Gartner,[23] and has also been named a "Boston Artificial Intelligence Startup to Watch" by BostInno.[24]

In May 2017, Luminoso was recognized as having the Best Application for AI in the Enterprise by AI Business, and was also shortlisted as the Best AI Breakthrough and Best Innovation in NLP.[25]

Competitors edit

Major competitors include Clarabridge and Lexalytics.[26][27]

Investors edit

The company raised $1.5 million from angel investors in 2012.[8][28] Its first institutional funding round of $6.5 was completed in July 2014, led by Acadia Woods with participation from Japan’s Digital Garage.[8][28][29] The company followed that with a $10M series B funding round in December 2018, led by DVI Equity Partners, with participation from Liberty Global Ventures, DF Enterprises, Raptor Holdco, Acadia Woods Partners, and Accord Ventures, among others.[30]

References edit

  1. ^ a b c d Lohr, Steve (27 June 2014). "The U.S.-Germany Match Through a Social Media Lens". New York Times. Archived from the original on 2 April 2015. Retrieved 3 March 2015.
  2. ^ a b c d e Rusli, Evelyn (14 April 2014). "Firms Use Artificial Intelligence to Tap Shoppers' Views". The Wall Street Journal. Archived from the original on 8 January 2015. Retrieved 3 March 2015.
  3. ^ a b c Alba, Davey (12 February 2015). "The Startup That Helps You Analyze Twitter Chatter in Real Time". Wired. Archived from the original on 26 November 2020. Retrieved 3 March 2015.
  4. ^ a b Noyes, Katherine (11 February 2015). "Luminoso to enterprises: Here's what all that chatter really means". PC World. Archived from the original on 2 April 2015. Retrieved 3 March 2015.
  5. ^ Miller, Ron (5 March 2018). "Luminoso Raises $12.6M In Series A1 Financing". Finsmes. Archived from the original on 29 June 2018. Retrieved 13 July 2018.
  6. ^ a b Darrow, Barb (11 February 2015). "Luminoso brings its text analysis smarts to streaming data". GigaOm. Archived from the original on 10 March 2015. Retrieved 3 March 2015.
  7. ^ "GlaxoSmithKline Case Study: Mining Online Discussions for Deeper Customer Insight - TechEmergence.com". TechEmergence.com. Archived from the original on 2017-11-17. Retrieved 2017-06-06.
  8. ^ a b c Kokalitcheva, Kia (2 July 2014). "Luminoso gets $6.5M to turn unstructured text into actionable data". Venture Beat. Archived from the original on 23 April 2015. Retrieved 3 March 2015.
  9. ^ Harris, David (16 October 2014). "40 Under 40: Catherine Havasi of Luminoso". Boston Business Journal. Archived from the original on 21 October 2014. Retrieved 3 March 2015.
  10. ^ a b c Miller, Ron (2 July 2014). "Luminoso Lands $6.5M In Series A To Keep Building Cloud Text Analytics Service". TechCrunch. Archived from the original on 16 March 2015. Retrieved 3 March 2015.
  11. ^ Havasi, Catherine (9 August 2014). "Who's Doing Common-Sense Reasoning And Why It Matters". TechCrunch. Archived from the original on 6 March 2015. Retrieved 3 March 2015.
  12. ^ "ConceptNet". www.conceptnet.io. Archived from the original on 2017-07-18. Retrieved 2017-07-17.
  13. ^ a b conceptnet5: Code for building ConceptNet from raw data, commonsense, 2017-07-15, archived from the original on 2017-07-18, retrieved 2017-07-17
  14. ^ Harris, David (15 May 2014). "How Cambridge startup Luminoso is helping to power Sony's World Cup social network". Boston Business Journal. Archived from the original on 13 August 2023. Retrieved 3 March 2015.
  15. ^ Schroter, Will (17 June 2014). "6 U.S. Startups Winning at the World Cup". Forbes. Archived from the original on 16 March 2015. Retrieved 3 March 2015.
  16. ^ "Who Uses Us". luminoso.com. Archived from the original on 2017-06-06. Retrieved 2017-06-06.
  17. ^ Noyes, Katherine (11 February 2015). "Luminoso to enterprises: Here's what all that chatter really means". Networked World. Archived from the original on 27 March 2015. Retrieved 3 March 2015.
  18. ^ a b c "Analytics". luminoso.com. Archived from the original on 2017-06-05. Retrieved 2017-06-06.
  19. ^ a b c "About". luminoso.com. Archived from the original on 2017-06-06. Retrieved 2017-06-06.
  20. ^ a b "Compass". luminoso.com. Archived from the original on 2017-06-01. Retrieved 2017-06-06.
  21. ^ "Speer". aaai.org. Archived from the original on 2017-04-07. Retrieved 2017-06-06.
  22. ^ a b c Camacho-Collados, Jose (August 3–4, 2017). "SemEval-2017 Task 2: Multilingual and Cross-lingual Semantic Word Similarity" (PDF). Proceedings of the 11th International Workshop on Semantic Evaluations (SemEval-2017): 15–26. doi:10.18653/v1/S17-2002. S2CID 7665329. Archived (PDF) from the original on 2017-10-09. Retrieved 2017-06-06.
  23. ^ "Cool Vendors in Artificial Intelligence for Marketing". www.gartner.com. Archived from the original on 2023-08-13. Retrieved 2017-07-17.
  24. ^ "Here Are 9 Boston Artificial Intelligence Startups to Watch". BostInno. Archived from the original on 2017-06-17. Retrieved 2017-07-17.
  25. ^ "AI Summit London Celebrates Industry's Leading Lights". AI Business. 2017-05-12. Archived from the original on 2018-10-07. Retrieved 2017-06-26.
  26. ^ Wasserman, Todd (12 April 2014). "MIT's Luminoso Claims It's Cracked the Code on Text Mining". Mashable. Archived from the original on 13 April 2015. Retrieved 3 March 2015.
  27. ^ Grimes, Seth (28 February 2013). "Text Analytics in 2013". breakthroughanalysis.com. Breakthrough Analysis. Archived from the original on 21 February 2015. Retrieved 4 March 2015.
  28. ^ a b Temple, Jason (2 July 2014). "Say What? MIT Spin-Out Helps Businesses Translate Online Chatter". Re/Code. Archived from the original on 10 May 2015. Retrieved 3 March 2015.
  29. ^ Primack, Dan (2 July 2014). "Deals of the day: BlaBlaCar raises $100 million". Fortune. Archived from the original on 24 March 2015. Retrieved 3 March 2015.
  30. ^ "Luminoso Secures $10M in Series B Financing". Finsmes. 2018-12-06. Archived from the original on 2021-12-07. Retrieved 2023-08-13.

External links edit