Clarifai
- Computer Vision
- NLP
Clarifai is an independent artificial intelligence company that specializes in computer vision, natural language processing, and audio recognition. One of the first deep learning platforms having been founded in 2013, Clarifai provides an AI platform for unstructured image, video, text, and audio data. Its platform supports the full AI lifecycle for data exploration, data labeling, model training, evaluation and inference around images, video, text, and audio data. Headquartered in Washington DC and with employees in the US, Canada, Argentina, Estonia and India Clarifai uses machine learning and deep neural networks to identify and analyze images, videos, text and audio automatically. Clarifai enables users to implement AI technology into their products.
History
Clarifai was founded in 2013 by Matthew Zeiler after taking the top five places in the image classification at the 2013 ImageNet[1][2][3] Challenge. Initially, the company offered free and paid versions of image and video recognition and six pre-built models (processing blocks that convert images or videos to predictions) via their API and a consumer-facing iPhone app called Forevery.[4][5] In 2014 Style Me Pretty, a wedding lifestyle website which used the technology to provide images that are personally adapted to the user, became Clarifai's first customer.[6]
In 2016, Clarifai released Version 2 (v2) of their API, adding Custom Training and Visual Search to its platform.[7][8] In 2017 the company moved all research work to a San Francisco office and all government-related endeavors to an office in Washington D.C.[9] Later that year, the company announced a mobile SDK, which allowed users to run their platform without an internet connection.[10][11][12] In 2018 Clarifai rebranded following a shift towards focusing on enterprise customers and the release of an on-premise solution.[buzzword][13] In 2019, Clarifai opened a new office in Estonia's capital city Tallinn. [14] In July 2022, Clarifai announced the launch of a new free service – Clarifai Community.[15] In May 2023, Clarifai released a completely new user interface on the Community, and in June 2023 entered the generative AI space with open source generative models and API wrappers for popular third-party large language models like ChatGPT.[16][17]
Funding
In 2015, Clarifai raised $10 million in its Series A funding round, led by Union Square Ventures (USV).[3] After the 2016 launch of their v2 API, Menlo Ventures led their $30 million Series B round, with participation from USV, Lux Capital, and Osage University Partners.[18] In October 2021, Clarifai closed a $60 million Series C funding round led by New Enterprise Associates (NEA), with participation from existing investors Menlo Ventures, Union Square Ventures, Lux Capital, LDV Capital, Corazon Capital, NYU Innovation Venture Fund, and new investors CPP Investment Board, NextEquity Partners, SineWave Ventures, and Trousdale Capital. The amount raised brings the company's total funding to $100 million.[19]
Board members
- Matt Murphy of Menlo Ventures
- Albert Wenger of USV
- Andrew Schoen – NEA
Board Observers
- Yanev Suissa – Sinewave Ventures
- Grace Isford – Lux Capital
- Iliyan Kaytazov – CPPIB
Technology
Clarifai's technology integrates various artificial intelligence methodologies to achieve its functionalities. A notable aspect of its approach is the application of transformers, which were initially developed for natural language processing (NLP) tasks. In Clarifai’s context, transformers assist in providing a deeper understanding of context across different media, including text, images, and videos.
Beyond NLP, Clarifai has also incorporated vision transformers into its image recognition process. Vision transformers divide an image into fixed-size patches, linearly embed these patches, and subsequently process them in a sequential manner. This method captures long-range dependencies within an image, presenting a merger of traditional computer vision techniques with sequence processing methods.
Additionally, convolutional neural networks (CNNs) play a significant role in Clarifai's image and video recognition processes. CNNs, a foundational machine learning technique for image processing, operate by analyzing images on a pixel-by-pixel basis. The architecture of CNNs comprises multiple layers, each aiming to draw out progressively detailed features from the image. This structured processing aims to emulate certain aspects of how the human brain interprets visual stimuli, enabling the system to learn and predict tags for various visual inputs.
The Clarifai platform offers tools that span the breadth of AI development, including data preparation, model development, and deployment. It features a range of pre-trained models available for use. For users seeking more specific solutions, the platform also supports the creation of custom models using techniques such as supervised learning, deep learning, and transfer learning. This modular approach aims to cater to diverse AI needs across different applications and industries.
Clients
Clarifai serves clients in commercial and government organizations.[citation needed]
Awards
Gartner named Clarifai a niche player in the Magic Quadrant for Cloud AI Developer Services for the third year in a row in 2023.[citation needed]
Tracxn named Clarifai as an Emerging Startups 2023: Top Security and Surveillance Technology Startup in 2023.[20]
IDC MarketScape named Clarifai as a leader in Computer Vision AI Software Platforms in 2022.[21]
Inc 5000 2021 named Clarifai as one of the fastest-growing private companies for the second year in a row.[citation needed]
References
- ^ "The data that transformed AI research—and possibly the world". Quartz. July 26, 2017. Retrieved August 20, 2023.
- ^ "How Matthew Zeiler Created 'Clarifai' - The Image And Video Recognition API For Building Smart Apps". CrazyEngineers. Retrieved August 20, 2023.
- ^ a b Tilley, Aaron. "Every AI Powerhouse Wanted This Whiz Kid. He's Taking Them on Instead". Forbes. Retrieved January 31, 2018.
- ^ Hernandez, Daniela (December 9, 2015). "This app will actually make you look at your millions of forgotten photos". Splinter. Retrieved August 20, 2023.
- ^ McMillan, Robert. "The AI Startup Google Should Probably Snatch Up Fast". Wired. ISSN 1059-1028. Retrieved August 20, 2023.
- ^ Tilley, Aaron. "Every AI Powerhouse Wanted This Whiz Kid. He's Taking Them On Instead". Forbes. Retrieved June 17, 2020.
- ^ "Clarifai Wants You to Correct AI's Biggest Gaffes". WIRED. Retrieved May 22, 2018.
- ^ "Deep learning startup Clarifai raises $30 million". VentureBeat. October 25, 2016. Retrieved May 22, 2018.
- ^ "Visual search startup Clarifai beefs up its AI team with a new San Francisco office – TechCrunch". techcrunch.com. February 2, 2017. Retrieved May 22, 2018.
- ^ "AI company Clarifai says its new face recognition technology won't be racist". Fast Company. May 1, 2017. Retrieved May 22, 2018.
- ^ "How Machine-Learning AI Is Going To Make Your Phone Even Smarter". Fast Company. July 12, 2017. Retrieved May 22, 2018.
- ^ "Clarifai launches SDK for training AI on your iPhone". VentureBeat. July 12, 2017. Retrieved May 22, 2018.
- ^ "Clarifai rolls out an on-premise visual search tool for businesses – TechCrunch". techcrunch.com. March 12, 2018. Retrieved May 22, 2018.
- ^ "Clarifai Expands its Global Presence with a New Office in Tallinn, Estonia". MarTech Series. February 11, 2020. Retrieved June 3, 2020.
- ^ Clarifai. "Press Release | Clarifai Launches Free AI Resources Community". www.clarifai.com. Retrieved August 20, 2023.
- ^ Kelk, Ian. "New Portal Public Preview". www.clarifai.com. Retrieved August 20, 2023.
- ^ Kelk, Ian. "Clarifai 9.5: Now with the leading LLMs, open source & 3rd party". www.clarifai.com. Retrieved August 20, 2023.
- ^ "Clarifai raises $30M to give developers visual search capabilities – TechCrunch". techcrunch.com. October 25, 2016. Retrieved May 22, 2018.
- ^ "Clarifai moves beyond computer vision to manage companies' unstructured data – TechCrunch". October 15, 2021.
- ^ "Emerging Startups 2023: Top Security & Surveillance Technology Startups".
- ^ "IDC MarketScape: Worldwide General-Purpose Computer Vision AI Software Platforms 2022 Vendor Assessment". IDC: The premier global market intelligence company. Retrieved August 20, 2023.