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ElevenLabs is a leading AI-driven text-to-speech company specializing in natural-sounding voice synthesis. Founded in 2022, the company has quickly become a pioneer in AI-powered voice generation, enabling lifelike voiceovers for various industries, including media, gaming, and accessibility solutions.
https://elevenlabs.io/
Private
Giving AI a Voice
New York, USA
2,022
Andreessen Horowitz, Nat Friedman
Hypergrowth
ElevenLabs provides AI-powered voice synthesis tools that generate human-like speech with high fidelity. Their platform is used in entertainment, education, and accessibility solutions.
High-quality voice synthesis remains expensive and limited, creating barriers for content creators and businesses.
ElevenLabs provides an affordable AI-driven text-to-speech platform with unmatched realism.
Creating the most human-like and accessible AI voices for businesses and content creators.
Subscription-based service with different pricing tiers for content creators and enterprises.
Proprietary AI models leveraging deep learning and neural networks to generate high-quality synthetic voices.
ElevenLabs is at the forefront of AI-driven voice synthesis, offering realistic speech solutions for multiple industries. With strong financial backing and rapid adoption, the company is poised for significant growth in AI voice generation.
/content/drive/MyDrive/engin183profiles/AIML - converted/alazzawianne_5627047_91382489_ElevenLabs_BusinessProfile.docx
AIML - converted
null
99
null
null
null
null
null
5
3
4
5
5
5
3
4
5
5
5
4
Cognition AI aims to revolutionize software development by creating AI systems capable of performing complex coding tasks. Their flagship product, Devin AI, is designed to function as an AI software developer, potentially automating programming aspects and enhancing software engineering productivity.
http://www.trycognition.ai/
Private
null
Naples, FL
2,023
null
Growth
Cognition AI offers advanced artificial intelligence solutions focused on developer productivity and autonomous software development. Their flagship product, Devin, is an AI software engineer capable of performing complex programming tasks such as writing and debugging code, creating full applications, and collaboratin...
Cognition AI addresses the inefficiencies and bottlenecks in software development by automating complex programming tasks. Their AI solutions aim to reduce developer workload, accelerate product development, and minimize human error in coding.
Cognition AI offers Devin, an AI software engineer that autonomously writes, debugs, and deploys code, streamlining the entire development process.
Cognition AI aims to revolutionize software development by creating AI systems capable of performing complex coding tasks. Their flagship product, Devin AI, is designed to function as an AI software developer, potentially automating aspects of programming and enhancing productivity in software engineering.
Cognition AI operates primarily on a subscription-based model, offering tired access to its AI software engineer called Devin, which enterprises and developers primarily use. Pricing likely reflects the usage level, # of users, or scope of integration.
Cognition AI utilizes cutting-edge artificial intelligence, specifically in large language models (LLMs) and reinforcement learning, to power Devin, its autonomous software engineer. The system integrates natural language processing, code generation, task planning, and debugging in a closed-loop feedback environment. T...
Cognition AI was originally founded in November 2023 by competitive programming gold medalists Scott Wu, Steven Hao, and Walden Yan. Cognition AI has quickly emerged as a significant player in the AI industry. The company garnered attention for its strategic hires, including top competitive programmers like Gennady Kor...
/content/drive/MyDrive/engin183profiles/AIML - converted/aryansimon_5727271_91426241_Spring2025_BusinessProfileFormatSimonAryan.docx
AIML - converted
4,000
null
null
null
null
null
null
4
5
4
4
4
3
4
3
3
4
5
4
Liner Liner is a global AI-powered search engine designed to revolutionize how students, researchers, and professionals access credible information. Founded in 2015 by Luke Jinu Kim and Brian Woo, its mission is to help people "get smarter faster" by providing reliable answers based on trusted sources. Initially starti...
getliner.com
Private
Get smarter faster
San Francisco, CA, USA
2,015
Atinum Investment, InterVest, Samsung Venture Investment, Capstone Partners, IBK Industrial Bank of Korea
Growth
Liner’s main product is a Chrome extension and web platform that highlights key insights from search results, articles, and PDFs using natural language processing (NLP). Liner offers real-time AI summaries, intelligent suggestions, and a clean interface for saving and organizing research. It’s especially popular among ...
People waste time sifting through cluttered, irrelevant, or repetitive online content.
Liner solves this by offering focused, AI-generated summaries and streamlined research tools.
Get to the point faster — Liner saves users time, reduces cognitive overload, and helps them retain high-value information.
Liner operates on a freemium subscription model, offering basic functionality for free and charging monthly or annual fees for premium features like advanced summaries, unlimited highlights, and cross-platform syncing. It has also tested partnerships and enterprise use cases with B2B clients in education and productivi...
Liner’s technology is built on advanced natural language processing and machine learning models, integrating both proprietary algorithms and third-party LLMs (likely OpenAI’s GPT series). The tech stack likely includes Python and Node.js for backend processing, React for the frontend interface, Chrome APIs for the exte...
Liner has successfully positioned itself in the generative AI space by solving the growing problem of information overload. Its AI-powered Chrome extension and research platform help users efficiently highlight, summarize, and organize online content, appealing to students, professionals, and researchers. With over 10 ...
/content/drive/MyDrive/engin183profiles/AIML - converted/behmerblake_5723724_91423025_Spring2025_BusinessProfileFormat (3).docx
AIML - converted
404
33.4
null
null
null
-972.49%
null
4
3
2
3
3
3
5
4
4
4
5
4
Clari, founded in 2012 by Andy Byrne and Venkat Rangan, is a revenue operations platform provider headquartered in Sunnyvale, California. The company aims to enhance efficiency, predictability, and growth across the entire revenue process for businesses. By leveraging AI and real-time analytics, Clari offers solutions ...
www.clari.com
Private
Run Revenue
Sunnyvale, CA
2,012
Sequoia Capital, Khosla Ventures
Growth
Clari's Revenue Platform offers solutions for pipeline management, sales forecasting, and revenue orchestration.
Businesses face challenges when dealing with unpredictable data and inefficient sales processes, which is where Clari Comes in
Clari's Revenue Platform offers solutions for pipeline management, sales forecasting, and revenue orchestration.
These tools provide real-time visibility into revenue operations, enabling businesses to make data-driven decisions and drive predictable growth.
subscription based model
utilizes artificial intelligence, machine learning, and real-time analytics to process large volumes of revenue-related data, providing actionable insights and automating various aspects of the sales process.
null
/content/drive/MyDrive/engin183profiles/AIML - converted/handeyash_5613058_91425263_Spring2025_BusinessProfileFormat_CLARI.docx.docx
AIML - converted
null
510
null
null
null
null
null
5
5
4
5
4
5
5
5
5
5
5
5
DeepMind is a leading AI research lab founded in 2010 and acquired by Google (now Alphabet) in 2014. The company focuses on developing artificial general intelligence (AGI) through deep learning and reinforcement learning approaches. DeepMind has made breakthrough advancements in AI with systems like AlphaGo, AlphaFold...
deepmind.com
Private
Solving intelligence to advance science and humanity
London, UK
2,010
Acquired by Google for ~$500 million in 2014
Growth
DeepMind develops AI systems that can learn to solve complex problems without being explicitly programmed. Their research spans multiple domains including games, healthcare, energy efficiency, and protein folding.
The limitations of narrow AI systems that can only perform specific tasks.
DeepMind develops AI with more general capabilities that can learn and adapt to new problems.
By creating AI that can learn and solve complex problems more like humans do, DeepMind aims to use AI as a tool to solve some of humanity's most complex problems.
DeepMind operates primarily as a research lab within Alphabet, focusing on fundamental AI research. Their innovations are gradually integrated into Google's products and services, with some applications being commercialized separately.
The company specializes in deep reinforcement learning, neural networks, and other machine learning techniques to create systems that can learn and make decisions.
DeepMind stands as one of the most influential AI research companies in the world. Founded in 2010 and acquired by Google in 2014, it has pioneered breakthrough AI technologies like AlphaGo and AlphaFold. The company maintains strong connections with academic institutions including UC Berkeley, with several researchers...
/content/drive/MyDrive/engin183profiles/AIML - converted/kraikriangsriamika_LATE_5794386_91456251_AI_ML Co Business Profile_Amika.docx
AIML - converted
null
500
null
N/A (part of Alphabet)
N/A (part of Alphabet's GOOGL)
null
null
5
4
5
3
-1
4
4
-1
-1
5
5
-1
Anthropic is an artificial intelligence) safety and research company founded in 2021 by former OpenAI executives, including siblings Dario and Daniela Amodei. The company is dedicated to developing AI systems that are reliable and interpretable as they focus on aligning these technologies with human values and prioriti...
https://www.anthropic.com/
Private
Anthropic builds AI to serve humanity’s long-term well-being.
San Francisco, CA
2,021
Amazon, Google, Builders+backers, Cisco Investments, D1 Capital Partners, Lightspeed Venture Partners, Salesforce Ventures, Menlo Ventures, Bessemer Venture Partners, SK Telecom
Growth
Anthropic offers advanced AI systems and services one of them being, Claude, a family of large language models designed for tasks like conversation, coding, and document analysis. These models are available through APIs and integrated into partner platforms, including Amazon Web Services and Google Cloud. Anthropic als...
Anthropic aims to ensure that advanced AI systems behave in ways that are aligned with human values as they become more powerful and autonomous.
They are developing AI systems like the Claude model family, designing with core principles like alignment, safety, and interpretability.
Anthropic offers powerful yet safe and aligned AI systems that organizations can trust to perform complex tasks responsibly.
Anthropic operates on a subscription-based and usage-based API model where customers pay for access to the Claude AI models through platforms like Amazon Bedrock and Google Cloud Vertex AI. The pricing is based on tokens used with different tiers that scale based on usage volume and model capabilities. They also offer ...
Anthropic leverages cutting-edge large language model technology, trained using a method called Constitutional AI, which guides models with a set of transparent principles to promote safe behavior. Their Claude models are built on proprietary LLM architectures and utilizes massive-scale training on diverse datasets and...
Anthropic’s success is rooted in its focus on building AI systems that are safe and aligned with human values. Founded in, the company emerged at a critical time when public concern about the risks of uncontrolled AI development was rising. Rather than competing solely on scale or speed, Anthropic carved out a unique i...
/content/drive/MyDrive/engin183profiles/AIML - converted/phamtara_5622363_91426369_Spring2025_BusinessProfileFormat (2)-1.docx
AIML - converted
2
7,300
Series E
$61.5 billion based on recent Series E funding round
null
null
null
5
5
5
5
3
4
4
4
4
5
5
4
Reka AI is a startup in artificial intelligence that is newly established. The startup specializes in the creation of innovative multimodal foundation models that composes of language, vision, and reasoning elements. The company's goal is to create an AI system that is more generalizable, customizable, and has the abil...
https://www.reka.ai
Private
AI with understanding
San Francisco, CA
2,022
Series A investors include DST Global and Radical Ventures
Growth
Reka has released its flagship multimodal model family, Reka Core, which can perform natural language, vision, and reasoning tasks. These models are designed to compete with frontier models such as GPT-4 and Gemini. Reka also provides APIs and other tools to its enterprise customers for building AI products that rely o...
AI systems are often siloed, which means they can only process one type of input (text or image) and are constrained in generalizability.
Reka's foundational models unify language, image, and structured data in order to solve complicated tasks that entail cross-modal understanding.
General-purpose AI models that are safer, more efficient, and capable of reasoning across multiple domains.
Reka functions in a B2B SaaS format with subscription access to its APIs plus partnerships for fine-tuning and customized model deployments. Pricing tiers are dependent on usage volume and model size. Reka also provides enterprise licensing for private deployments.
Reka employs deep learning frameworks like JAX and PyTorch to train large multimodal transformers on extensive curated datasets. Their models are hosted on cloud services, and are tuned for efficiency during inference while achieving safety alignment. Similarly, their tech stack comprises custom datasets and data pipel...
Reka AI is likely the most promising new foundation model player to emerge in the space. Reka's team is composed of advanced researchers from the best labs, with a focus on safe, scalable, multimodal AI. They are addressing utterly critical gaps in the AI ecosystem, with their main value pressing the need for flexible ...
/content/drive/MyDrive/engin183profiles/AIML - converted/queanne_5780316_91417076_Spring2025_BusinessProfileFormat-2.docx
AIML - converted
null
58
Series A
N/A (Private)
null
null
null
5
4
5
4
3
4
4
4
3
5
5
5
SandboxAQ is a company based in Palo Alto. They bring together quantum technologies and AI to address business and research challenges. SandboxAQ was founded in 2022 after splitting from Alphabet Inc. With a highly qualified and diverse team of experts, its mission is to develop solutions in industries from cybersecuri...
https://www.sandboxaq.com/
Private
Transforming the World with AI and Advanced Quantitative Models
Palo Alto, CA
2,016
Alphabet (NAS: GOOGL), Accenture Ventures, Allianz X, and Nvidia (NAS: NVDA)
Growth
They offer quantum sensing tools that help support navigation and medical imaging applications. Large Quantitative Models acts as AI for computational simulations in physics, chemistry, biology, and finance related fields. Offerings: AQBioSim, AQChemSim, Active Guard, AQMed, AQNav.
SandboxAQ addresses the overall challenge that current AI is not reaching its full potential in research related fields.
By combing AI and quantum technologies, SandboxAQ is making tools that can help accelerate breakthroughs and stay ahead of innovative tech.
By integrating AI with quantum technologies, SandboxAQ supports businesses in solving complex problems efficiently.
B2B model
SandboxAQ creates technology inspired by AI and quantum computing. Large Quantitative Models (LQMs) are used to simulate real systems with accurate applications in the sciences. The company also uses quantum sensors.
SandboxAQ has been successful because of its’ unique take at AI in addressing real-world challenges. They have been able to create useful solutions through their LQMs and quantum sensors that position them as leaders in the AI business space. Their leadership, strategic partnerships, and acquisitions have encouraged th...
/content/drive/MyDrive/engin183profiles/AIML - converted/rosmonmehreen_5722082_91408112_Spring2025_AIBusinessProfile.docx
AIML - converted
17.8
950.01
null
null
null
null
null
3
4
4
4
3
3
4
4
3
5
5
5
Mistral AI is a pioneering French AI startup founded in April 2023 by researchers Arthur Mensch, Guillaume Lample, and Timothée Lacroix. The company focuses on developing open-source, efficient, and trustworthy AI models through groundbreaking innovations. Mistral AI’s goal to democratize AI by making its technology ac...
mistral.ai
Private
Frontier AI. In Your Hands.
Paris, FR
2,023
Nvidia, Andreessen Horowitz
Growth
Mistral AI develops open-source generative AI models designed to be both customizable and compute-efficient. These models are intended to enable developers to use AI without the need to build/maintain their own models.
The resource intensity of developing AI models can be prohibitive for many organizations, limiting the accessibility of AI.
By providing open-source AI models, Mistral AI lowers the barriers to entry, allowing a broader range of developers to integrate advanced AI capabilities into their services.
Mistral AI empowers organizations to access the power of AI without the large investment usually required to develop proprietary models, allowing for the innovation of AI across various industries.
Mistral AI operates on a B2B model, offering its AI models and solutions to organizations. While the models are open-source, the company can generate revenue through enterprise-grade partnerships.
The company focuses on developing generative AI models that are open-source. These models are designed to be customizable and compute-efficient, allowing users to effectively leverage AI capabilities.
Mistral AI has quickly emerged as a significant company in the AI industry since its founding in 2023. By focusing on open-source AI models, the company is greatly contributing to the democratization of advanced AI technologies. With substantial funding and a strong leadership team, Mistral AI is well-positioned to inf...
/content/drive/MyDrive/engin183profiles/AIML - converted/sternwilliam_5656091_91314024_ENGIN183_Profile_AIML.docx
AIML - converted
null
1.05
5 rounds
null
null
null
null
4
4
3
3
-1
4
3
4
-1
4
3
-1
Simplify is an AI tech recruiting platform, which focuses on helping individuals to find and secure jobs through its AI-powered infrastructure. Likewise, it hopes to make the job search process inclusive for individuals, helping individuals to strive for their careers of interest, regardless of their identity.
https://simplify.jobs
Private
Your entire job search. Powered by one profile.
San Francisco, CA
2,020
Y Combinator, Soma Capital, George Ruan, Craft Ventures, etc.
Growth
To streamline the job search process, Simplify offers a multitude of services implemented through their AI-powered infrastructure. One notable product is Copilot, a browser extension currently available on Google Chrome and Firefox, which allows individuals to apply to a multitude of jobs by autofilling job application...
The job seeking process is often times time-consuming and repetitive, where you manually enter repetitive information on applications and keep track of such applications using multiple spreadsheets.
Democratize the job search process by adhering to inclusivity, to make recruiting fair, transparent, and simple by giving personalizing job recommendations, helping to stay organized, and saving time by apply in a single click.
By implementing an AI-powered infrastructure, Simplify optimizes the overall job search process through autofilling job applications, tailoring resume, and tracking applications, helping individuals save time and stand out in a pool of competitive candidates.
B2B (Business-to-Business) subscription model, where employers and companies pay to post their jobs and access candidate profiles on the Simplify platform.
Simplify exclusively leverages AI, and web technologies such as TypeScript for building browser extensions and Python and FastAPI for their backend applications. Information regarding their tech stack, isn’t disclosed but after analyzing their GitHub repositories, there was an emphasis on web technologies and user inte...
The success of Simplify can be attributed to adhering to inclusivity when highlighting its targeted users as job seekers. By implemented an AI-powered infrastructure, its creation of the browser extension, CoPilot, helped to minimize the time spent applying for jobs by filling it repetitive information used to apply fo...
/content/drive/MyDrive/engin183profiles/AIML - converted/venkatesanharshita_5732585_91338562_AI_BusinessProfile-1.docx
AIML - converted
null
4.3
Seed
null
null
null
null
3
4
4
5
4
3
5
5
3
5
5
5
Genei is a UK-based AI startup focused on revolutionizing the research and summarization process. Their platform leverages natural language processing to help students, researchers, and professionals extract and synthesize information from long-form content such as academic papers, web articles, and PDFs. Founded by Ca...
https://www.genei.io
Private
Smarter research, faster.
London, United Kingdom
2,020
Y Combinator (W21 batch), Cambridge University links
Growth
Genei offers a subscription-based AI-powered platform that helps users summarize articles, extract keywords, and auto-generate bullet points from long-form content. It integrates with PDFs, websites, and academic search engines to streamline the research workflow. The product targets students, writers, and research pro...
Traditional research is time-consuming and inefficient. Academic papers and online content often require hours to read and understand.
Genei’s platform provides instant summaries, key point extraction, and document linking, reducing the time spent on reading and comprehension.
Genei allows users to save hours of reading time while retaining key insights through automated summarization and note-taking tools.
Subscription-based model with monthly and yearly pricing tiers. Offers a free trial, then charges users based on premium features such as unlimited summaries, multi-document support, and priority processing.
Genei’s tech stack includes natural language processing models trained for summarization and keyword extraction. The platform integrates with academic databases, Chrome extensions, and web scrapers. It uses cloud computing for document processing and relies on AI models optimized for understanding academic language and...
Genei has emerged as a strong player in the academic productivity and edtech space. By leveraging AI to solve a real pain point—time-consuming research and reading—it offers a clear and powerful value proposition to students and professionals alike. Its integration with PDFs, web browsers, and summarization tools creat...
/content/drive/MyDrive/engin183profiles/AIML Profile/bashirosaydasif_LATE_5670978_91426619_Spring2025_BusinessProfileFormat-3.docx
AIML Profile
null
0.125
Y Combinator seed
As a privately-held company, Genei does not have a publicly disclosed market capitalization.
Genei.io is not a publicly traded company.
As Genei.io is a private company, its operating margin is not publicly available.
As Genei is a privately held company, it does not have publicly disclosed financial metrics such as the Price-to-Earnings (P/E) ratio or profit margins.
4
4
5
4
3
4
4
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4
5
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4
Monica, founded in 2022 by Xiao Hong, is a Chinese artificial intelligence startup dedicated to developing advanced autonomous AI agents. The company's flagship product, Manus AI, launched on March 6, 2025, is designed to independently perform complex tasks across various domains without continuous human intervention. ...
https://manus.im/
Private
Turning Thoughts into Actions
Beijing, China
2,022
Sequoia China, Tencent
Growth
Monica's primary offering is Manus AI, an autonomous AI agent capable of executing a wide range of tasks, including:​ Creating custom websites​ Analyzing stock market trends​ Planning travel itineraries​ Managing schedules Conducting market research​ Manus AI integrates various tools such as coding, web browsing, and d...
Traditional AI assistants require continuous user input and are limited in handling complex, multi-step tasks.
Manus AI autonomously plans and executes intricate tasks, reducing the need for constant human guidance.
By automating complex workflows, Manus AI enhances productivity and allows users to focus on higher-level decision-making.
Monica operates on a subscription-based model, offering:​ Standard Plan: $39 per month​ Upgraded Plan: $199 per month
Manus AI leverages advanced artificial intelligence techniques, including:​ Large Language Models (LLMs) Transformer Networks​ Reinforcement Learning​ The platform supports multi-modal processing, enabling it to handle text, images, and code. It integrates with external APIs and real-time data processing tools to enhan...
Monica, the company behind Manus AI, has achieved early success by developing a novel AI agent that fills a critical need in the next wave of AI products—autonomous task execution. In a market dominated by reactive chatbots, Manus presents a proactive and hands-free alternative. The company's strategic vision, excellen...
/content/drive/MyDrive/engin183profiles/AIML Profile/beheradebasish_5795058_91426095_Spring2025_BusinessProfileFormat.docx
AIML Profile
null
10
null
N/A (Private company)
null
null
null
5
4
5
4
5
3
4
4
3
5
5
4
Fireflies.ai is an AI/ML-driven productivity startup founded in 2016 and headquartered in San Francisco, California. The company focuses on building an AI assistant that helps teams record, transcribe, and analyze meetings seamlessly. Its core mission is to make work communication more searchable and actionable by auto...
https://www.fireflies.ai
Private
"Never take meeting notes again"
San Francisco, CA, USA
2,016
Canaan Partners, angel investors, YC (Y Combinator) alum
Growth
Fireflies.ai offers an AI meeting assistant that automatically records, transcribes, summarizes, and analyzes voice conversations from meetings. It integrates with popular video conferencing platforms like Zoom, Google Meet, Microsoft Teams, and more. Features include action item detection, keyword tracking, speaker id...
Teams waste valuable time on manual note-taking, follow-ups, and trying to recall key meeting insights. This leads to information loss, miscommunication, and lower productivity.
Fireflies.ai automates the end-to-end meeting documentation process, from recording and transcribing to summarization and insight generation.
Boosting team productivity and collaboration by turning conversations into searchable, actionable knowledge — without the need for manual effort.
Fireflies.ai follows a freemium SaaS model with paid plans for premium features. Revenue comes from monthly and annual subscriptions offered to individuals, teams, and enterprises. Custom pricing available for large organizations.
Fireflies.ai utilizes proprietary speech-to-text engines, natural language processing (NLP), deep learning models, and voice AI. Its scalable infrastructure supports multi-language transcription, integrations with APIs, and end-to-end data encryption for privacy and security compliance.
Fireflies.ai is redefining how meetings are documented and utilized. By removing the burden of note-taking through AI, it empowers individuals and teams to focus on meaningful conversations while ensuring that key details are captured and made accessible. Its seamless integrations and intuitive UX make it a go-to produ...
/content/drive/MyDrive/engin183profiles/AIML Profile/bhatiasuveer_5794124_91351694_Futurist Class AI Startup Company Profile Fireflies.docx
AIML Profile
null
19
Seed + Series A
N/A (Private company)
N/A
null
null
5
4
4
5
3
4
4
5
4
5
5
5
Otter.ai is a California-based AI startup focused on transforming how individuals and organizations transcribe, summarize, and manage conversations. Founded in 2016 by Sam Liang, a former Google engineer, Otter.ai uses cutting-edge speech recognition and natural language processing to provide automated meeting notes an...
https://otter.ai
Private
Meetings work better with Otter
Mountain View, CA, USA
2,016
Spectrum Equity, Fusion Fund
Growth
Otter.ai offers several core services, including live transcription, AI-generated summaries, keyword extraction, and collaborative note-taking tools. Users can record conversations via desktop or mobile apps, receive real-time transcriptions, and search and share highlights. Key features include Otter Assistant (auto-j...
Professionals struggle to capture and process information from meetings and interviews, resulting in inefficiencies and lost insights.
Otter uses AI to deliver automated, searchable transcriptions and summaries in real time, enhancing productivity and focus.
Otter saves users time and improves information retention by eliminating manual note-taking, offering seamless collaboration and recall of important content.
Otter operates under a Freemium-to-Subscription model. Free users get limited minutes and features; premium users pay monthly or annually for full access. Pricing tiers include Pro, Business, and Enterprise, with metrics focusing on active users, minutes transcribed, and integrations used.
Otter leverages deep learning, speech-to-text models, and NLP algorithms for transcription, summarization, and keyword tagging. Its tech stack includes TensorFlow, AWS for cloud infrastructure, and React/Node.js for front-end and backend services. Otter continually trains its AI models using anonymized audio data to im...
Launched in 2016, the company has benefited from a sharp rise in remote and hybrid work environments, providing professionals with accurate, easy-to-use tools to streamline communication and collaboration. Compared to international competitors like China’s iFLYTEK, Otter.ai stands out for its tight integration with wid...
/content/drive/MyDrive/engin183profiles/AIML Profile/caiyuxuan_5658052_91419437_Spring2025_BusinessProfileFormat_AI.docx
AIML Profile
25
50
null
null
null
null
null
5
5
4
5
3
4
5
5
4
5
5
5
Ataraxis AI is a company founded by researcher and medical doctor Jan Witowski and professor Krzyztof Geras of NYU school of medicine. The company utilizes AI methodologies to personalize and enhance effectiveness of cancer diagnostics and treatments. The mission of the company is to empower physicians with advanced to...
ataraxis.ai/
Private
Transforming Cancer Care with AI Precision Medicine
New York
2,022
AIX Ventures, Floating Point, Thiel Bio, Founders Fund, Bertelsmann Investments
Growth
The company offers AI powered tools for precision oncology. The main product is called Ataraxis Breast, which according to the company’s website, is: “the first clinically validated AI-native prognostic/predictive test for invasive breast cancer. Ataraxis Breast uses multi-modal patient data, including pathology slides...
Inefficiencies within cancer care: treatment
Personalized treatment plan, improvement in accuracy, reducing the turnaround times
The application of artificial intelligence to revolutionize cancer care, from prognosis to treatments.
Subscription
The technology leveraged by the companies involves a multi-model, deep learning infrastructure that integrates pathology data from scans along with medical inputs. Furthermore, “all Ataraxis tests are based on AI foundation models, such as Kestrel, trained with hundreds-of-millions of pan-cancer pathology slide images,...
A recurring problem in AI for early-stage cancer detection is the scarce of resources/data to access these pathological images. However, one major reason for this companies’ success is because its members are all professionals of the medical field, which means that they do have prompt access to resources such as these ...
/content/drive/MyDrive/engin183profiles/AIML Profile/chenchuzida_LATE_5664963_91431520_AI or ML Business Profile.docx
AIML Profile
null
24.45
$20 M/Series A $4.05M/Seed Round
null
null
null
null
4
4
5
5
5
5
5
4
4
5
5
5
Stability AI is a generative AI company founded in 2019 by Emad Mostaque, best known for developing Stable Diffusion, a widely used text-to-image model launched in 2022. The company initially emphasized open-source development, partnering with research groups like CompVis at LMU Munich and Runway ML to advance diffusio...
https://stability.ai
Private
A model for generating professional-grade images
London, United Kingdom
2,019
Greycroft, Coatue Management, Lightspeed Venture Partners, Sean Parker, Eric Schmidt, and Prem Akkaraju.
Growth
Stability AI is known for building open-source generative AI models and APIs across images, video, audio, and language. Its best-known product, Stable Diffusion, lets users turn simple text prompts into detailed, photorealistic images. The company has also expanded into other areas with tools like Stable Video Diffusio...
High barriers to entry for high-performance generative AI tools.
Open-source, scalable AI models with accessible APIs and flexible licensing.
Empower creators and businesses with state-of-the-art generative AI technology, without the gatekeeping.
DreamStudio API : Monetization of Stable Diffusion via pay-per-use mode, targeting small developers and businesses. Drove revenue growth from $2.1M (2021) to $44.2M (2023). Enterprise Services & Consulting: Custom AI deployments for large clients. Subscription Memberships: Provide Freemium membership. $20 for Pro and c...
null
Stability AI’s rise can be attributed to its bold commitment to open-source innovation at a time when the AI industry is becoming increasingly proprietary. By releasing powerful, public-facing models like Stable Diffusion, it not only disrupted the generative AI landscape but also empowered a new generation of creators...
/content/drive/MyDrive/engin183profiles/AIML Profile/choirene_LATE_5794794_91426451_Spring2025_BusinessProfile_AI_Yeeun Cho.docx
AIML Profile
33.3
256
Series C
N/A (Private)
null
null
null
4
3
5
3
3
4
4
5
3
5
4
5
RunLLM is a cloud-native infrastructure platform designed to streamline the deployment, management, and scaling of open-source large language models (LLMs). The platform emphasizes easy orchestration of LLMs on modern hardware, allowing developers and enterprises to focus on delivering applications rather than managing...
https://www.runllm.com
Private
LLMs in production. Fast.
San Francisco, CA
2,023
Initialized Capital, Basis Set Ventures, etc.
Growth
RunLLM offers a platform that simplifies running open-source LLMs in production. It includes auto-scaling, GPU orchestration, inference APIs, and fine-tuning support for models such as LLaMA, Mistral, and Mixtral. The platform supports containerized workloads and integrates with Kubernetes, making it developer-friendly...
Deploying open-source LLMs is complex and resource-intensive, often requiring deep expertise in infrastructure, DevOps, and model optimization. Startups and enterprises face friction when trying to scale or adapt LLMs for specific applications due to hardware limitations or lack of efficient orchestration tools
RunLLM provides a plug-and-play infrastructure solution for hosting and managing open-source LLMs. It abstracts away hardware management, offers performance-tuned runtimes, and includes a developer dashboard and APIs for inference, fine-tuning, and monitoring.
RunLLM allows teams to deploy production-grade LLMs in minutes, not weeks, while maintaining performance, reliability, and cost-efficiency. It bridges the gap between open-source flexibility and enterprise-grade infrastructure readiness.
RunLLM uses a usage-based pricing model tied to GPU hours and bandwidth. It offers tiered plans for startups and enterprises, along with dedicated infrastructure and support for high-throughput clients. Additional revenue comes from premium features like private model hosting, on-prem integration, and fine-tuning pipel...
RunLLM leverages Kubernetes, Triton Inference Server, and custom runtimes for optimized LLM deployment. It supports NVIDIA A100/H100 instances, containerized workflows, and autoscaling with spot instance handling. It integrates with open-source models via Hugging Face and supports GGUF/ONNX formats for performance tuni...
RunLLM is an emerging leader in infrastructure for LLM-powered agents, offering a robust orchestration and observability layer that helps teams move from prototype to production seamlessly. Designed for AI engineers and platform teams, it simplifies routing, evaluation, and monitoring of LLM agents across both open-sou...
/content/drive/MyDrive/engin183profiles/AIML Profile/colnaz_5662511_91422101_run_llm.docx
AIML Profile
10
null
null
null
null
Estimated at 15-25% based on industry averages for ML/LLM infrastructure
null
5
4
5
5
-1
3
4
4
-1
5
5
-1
You.com is an AI-powered search engine designed to make finding information online faster, easier, and more personal. Launched in 2020, You.com stands out by giving users more control over their search experience, allowing them to customize results and focus on what matters most. With built-in AI tools for everything f...
https://you.com
Private
Slogan / Motto
Palo Alto
2,020
Alumni Ventures, DuckDuckGo, Elevation Capital
Growth
You.com offers a range of AI-powered tools and services designed to enhance productivity and improve the search experience. Its core offering is a customizable search engine that allows users to personalize their search results and access trusted information quickly. Additionally, You.com features integrated AI tools s...
Traditional search engines are overloaded with ads, irrelevant results, and invasive data tracking, making it harder for users to find what they need quickly and privately.
You.com provides a customizable, AI-driven search engine and productivity platform that delivers fast, relevant results while ensuring user privacy and offering powerful tools like writing, coding, and creativity assistance.
You.com gives users a faster, more personalized, and privacy-focused way to search, while also offering powerful AI tools to boost productivity, like writing help, coding support, and creative content generation—all in one easy-to-use platform.
You.com's business model is primarily centered around offering premium AI-powered tools and services through a freemium model. While the platform provides a free, ad-free search experience and basic access to its AI tools, it also offers paid subscriptions for advanced features and enhanced capabilities in tools like Y...
You.com leverages cutting-edge AI and machine learning technologies to power its customizable search engine and productivity tools. At its core, it integrates advanced natural language processing (NLP) models, like those similar to OpenAI's GPT, to enable features such as AI writing, summarization, and code generation....
You.com became successful because it reimagined the search engine experience by focusing on user customization, privacy, and AI integration. Unlike traditional search engines, You.com gave users the ability to personalize their search results by selecting preferred sources and apps, which provided them with more contro...
/content/drive/MyDrive/engin183profiles/AIML Profile/corrylarissa_5614369_91422999_Spring2025_BusinessProfileFormat_AI.docx
AIML Profile
null
99.09
Series B
null
null
null
null
4
3
5
4
4
4
3
4
4
4
5
3
Verily Life Sciences, commonly known as Verily, is a subsidiary of Alphabet Inc. focused on life sciences and healthcare. Verily's mission is to make the world's health data useful so that people enjoy healthier lives. The company develops tools and devices to collect, organize, and activate health data, creating inter...
https://verily.com/
Private
Get your healthcare data AI-ready
South San Francisco, California, United States
2,015
Alphabet Inc., Silver Lake, Temasek, Ontario Teachers’ Pension Plan
Hypergrowth
Verily offers a suite of comprehensive tech-driven tools to improve healthcare, leveraging AI at the core of their products. These include Baseline for clinical research, Lightpath for chronic care, Sightline for outbreak tracking, Onduo for virtual care, and Healthy at Work for employee safety. Together, these AI-powe...
Healthcare information is often very unstructured and inefficient. 72% of hospitals struggle with patient data gaps and 26.9% of healthcare data inaccuracies costing millions and threatening care quality.
Verily develops suite of tools and platforms, with AI at it’s core product offering that automate the healthcare data collection process – reducing errors, and increasing operational efficency.
Verily aims to leverage AI with the inefficiencies of the healthcare data collection system to improve operational efficiency and reduce inaccuracies in data collection.
B2B partnerships based model
Verily uses AI machine learning as their core product offerings to power a range of healthcare tools that organize and analyze clinical, behavioral, and biological data. Their main products include Baseline for clinical trials, Lightpath for chronic care, Sightline for outbreak tracking, Onduo for virtual care, and Hea...
Verily’s success is largely due to its strategic use of AI and data science to enhance healthcare, positioning it as a leader in digital health. Through innovative products like Baseline, Lightpath, Onduo, and Sightline, Verily addresses critical healthcare challenges such as clinical trials, chronic disease management...
/content/drive/MyDrive/engin183profiles/AIML Profile/cortinadanica_5659051_91421712_Verily Ai.docx
AIML Profile
748.2
2,500
a $1 billion investment round led by Silver Lake in 2019
null
N/A Verily is privately held
null
null
4
3
2
3
3
3
3
4
3
4
5
5
Scale AI is a late stage startup building data-centric platforms for other companies to train AI models. It is founded by Alexandr Wang and Lucy Gao in 2016. They believe that by providing better data can essentially lead to the faster development of better AI models across different industries from robotics and autono...
https://scale.com/
Private
Power AI With Your Data
San Francisco, CA
2,016
Founders Fund, Accel, Index, Coatue, Thrive, Spark, NVidia, Y Combinator
Hypergrowth
Scale AI’s products and services revolve around data, providing end to end data labeling and management service as well as high quality data for AI training purposes. They also provide the testbed for deploying and testing AI during development phase to accelerate the process.
Data is everywhere but they are messy and unorganized to be used efficiently.
Scale Data Engine collect, curate, and annotate data, converting raw data to high quality training data.
Scale AI handles the messy data and converts them to high quality training data for customer’s AI models.
B2B business model by working with client on specific project-based contracts and enterprise subscription to data labeling and software platform services.
Scale AI’s technology stacks combines automation software and human expertise to handle data at large scale. Its core technology includes its own machine learning models for data processing and labeling, as well as professional human labelers for verifying and correcting the results. It also has many proprietary datase...
Scale AI is undeniably a unicorn in the AI field. It has strong financial supports receiving investments from both top VC firms as well as tech giants. It also has landed many key partnerships and customers across industries from enterprise to government. These customers and partnership adds to Scale AI’s tech stack by...
/content/drive/MyDrive/engin183profiles/AIML Profile/daichen_5570840_91423316_AI_BusinessProfileFormat.docx
AIML Profile
1,400
1,000
Series F
14 Billion post-money
null
null
null
5
5
4
4
3
4
5
5
4
5
5
5
Windsurf, formerly Codeium, is a developer of a deep learning acceleration platform that is designed to help accelerate and simplify the use of complex AI workloads for their customers. The platform is able to support many different models on a multitude of frameworks, and supports computations such as video decoding a...
www.windsurf.com
Private
Built to keep you in flow state
Mountain View, CA
2,021
Comcast NBCUniversal LIFT Labs, AIX Ventures, Base Case Capital, Founders Fund, etc.
Pivot
Windsurf offers a collection of AI powered IDEs, integrated development environments, that enhance developer productivity by providing real-time code assistance, error detection, and debugging tools. The platforms are meant to seamlessly integrate with various development workflows so as to allow developers to maintain...
Developers face challenges in managing complex codebases, reducing their productivity as they deal with complex software.
AI powered IDEs that analyze code in real-time, allowing for error correction and suggestions.
Windsurf’s value proposition is that it serves as a real-time coding assistant that helps deal with the tedious parts of coding, allowing developers to focus on the bigger picture.
Subscription model
Windsurf leverages deep learning models and AI agents, such as Claude, in order to provide its real-time code assistance. Its technology stack includes support for multiple programming languages and integrates with existing development workflows.
Windsurf, was first founded as Exafunction in 2021 by co-founders Varun Mohan and Douglas Chen. The company was originally meant to be a GPU optimization company to be able to optimize deep learning workloads. In 2022, the pair recognized the rise of Transformer architectures and used their infrastructure expertise to ...
/content/drive/MyDrive/engin183profiles/AIML Profile/diazgilberto_5577542_91424390_Spring2025_BusinessProfileFormat_Codeium.docx
AIML Profile
12
243
2 Rounds
Valuation - $1.25 Billion
null
null
null
4
3
4
3
2
3
5
5
4
5
5
5
Pinecone is the leading vector database for building accurate and performant AI applications at scale in production. Founded in 2019 by Edo Liberty, the company focuses on enabling developers to build scalable, high-performance AI applications by offering a fully managed, cloud-native vector database. Pinecone was crea...
https://www.pinecone.io
Private
Make AI Knowledgeable
New York City, NY, USA
2,019
Andreessen Horowitz, ICONIQ Growth, Menlo Ventures, Wing Venture Capital
Hypergrowth
Pinecone offers a fully managed vector database platform that simplifies the development of AI applications. Its key offerings include : Vector Database: Enables fast and accurate similarity searches across high-dimensional vector data. Semantic Search: Powers advanced search capabilities for text, images, and other da...
Traditional databases struggle with managing high-dimensional vector data critical for modern AI applications.
Pinecone provides a scalable, low-latency vector database designed specifically for storing and querying vector embeddings used in AI models.
By offering a fully managed service with intuitive APIs, Pinecone empowers developers to build cutting-edge AI solutions without worrying about infrastructure complexities.
subscription-based model with tiered pricing plans. Pinecone achieved $26.6M in revenue in 2024 with over 4,000 paying customers.
Pinecone leverages advanced indexing algorithms and cloud-native architecture to deliver high-speed similarity searches across billions of vectors. Its tech stack includes Python, Kubernetes, gRPC, and integration capabilities with ML frameworks like Hugging Face and OpenAI. The platform also supports hybrid search com...
Pinecone’s success lies in its ability to address a critical gap in AI infrastructure by offering an easy-to-use yet powerful vector database solution. Its focus on scalability, developer experience, and integration with modern ML workflows has positioned it as a leader in the emerging vector database market. Backed by...
/content/drive/MyDrive/engin183profiles/AIML Profile/dingclaire_5613344_91423977_Pinecone profile.docx
AIML Profile
26.6
138
Series B
Valuation of $750M
null
null
null
5
5
4
4
3
5
4
5
4
5
5
5
Cursor AI is a tech startup founded in 2021 that AI to transform software development processes. Based in San Francisco, California, Cursor AI specializes in creating powerful AI-driven coding assistants designed to increase developer productivity, minimize coding errors, and streamline software creation. Its primary m...
https://cursor.sh
Private
Your AI pair programmer
San Francisco, California, USA
2,021
Sequoia Capital, Andreessen Horowitz
Hypergrowth
Cursor AI offers an advanced AI-powered pair programming tool that integrates directly into popular coding environments. Its platform suggests code snippets, completes functions, identifies bugs, and provides many intelligent recommendations to improve overall coding efficiency and accuracy.
Developers frequently encounter repetitive tasks, productivity bottlenecks, and human error in coding.
An AI-based pair programming assistant that automates coding tasks, reduces errors, and accelerates software development.
Cursor AI basically boosts productivity, reduces development time, and enhances coding accuracy through automated systems.
Cursor has a Subscription based model, offering tiered monthly or annual plans based on user and enterprise needs.
Cursor AI uses sophisticated machine learning models, specifically Large Language Models (LLMs), and deep learning algorithms, seamlessly integrating with IDEs and developer tools like VS Code, GitHub, and others.
Cursor AI solves a very critical need in software development by automating tedious coding tasks and significantly improving developer productivity through intelligent AI solutions. With a focused approach to AI-driven pair programming, strategic funding, and robust integration capabilities, Cursor AI puts itself as an...
/content/drive/MyDrive/engin183profiles/AIML Profile/ganesharvind_5717886_91425670_AG_Spring2025_BusinessProfileFormat_CursorAI3.docx
AIML Profile
null
10
Seed funding
null
null
null
null
5
5
4
5
4
4
4
5
4
5
4
4
Databricks, founded in 2013, is a data and AI company that provides a cloud-based Data Intelligence Platform that unifies data engineering, data science, and machine learning. The platform’s underlying architecture is based on a Lakehouse architecture that combines data warehouses’ reliability and performance with the ...
https://www.databricks.com/
Private
Your data. Your AI. Your future.
San Francisco, California
2,013
Andreessen Horowitz, Thrive Capital, DST Global, T. Rowe Price, Capital One, NVIDIA
Hypergrowth
Databricks provides a cloud-based platform that helps companies work with large amounts of data and build AI tools. Its main product is the Data Intelligence Platform which brings together tools for data processing, analysis, and machine learning into one single platform. Its key features include tools to clean and org...
Companies struggle with scattered data systems that make it hard to manage, analyze, and use data effectively for AI and decision-making.
Provides companies with a way to manage and analyze all their data in one place to build better AI and make smarter decisions.
Unified platform for data, analytics, and AI.
Subscription model that charges customers based on usage per hour measured in DBU (Databricks Unit). Prices start at $0.15/DBU for Data Engineering, $0.22/DBU for Data Warehousing, $0.40/DBU for Interactive Workloads, and $0.07/DBU for Generative AI.
Cloud-native tech stack centered around its Lakehouse architecture. The platform is built on Apache Spark which enables fast distributed data processing, and incorporates Delta Lake for reliable (Atomicity, Consistency, Isolation, Durability) ACID-compliant data management. For machine learning and AI, it uses MLflow f...
Databricks is a success. It made working with data much easier for companies at a time when data was becoming more important than ever. Before Databricks, businesses had to use many separate tools for storing, processing, analyzing, and using their data for machine learning. This was slow, expensive and complicated. Da...
/content/drive/MyDrive/engin183profiles/AIML Profile/gutierrezeduardo_5613693_91337164_Business Profile_ AI.docx
AIML Profile
3,000
62,000
null
null
null
null
null
5
5
5
4
4
4
5
5
4
5
5
5
Founded in 2015 by Guillermo Rauch, Vercel is a platform providing front-end developers with cloud infrastructure and technical tools to build personalized websites. These websites can be developed on local computers and later deployed for global use. The company is known for creating Next.js, a popular React framework...
https://vercel.com/home
Private
Your complete platform for the web.
Covina, CA
2,015
Salesforce Ventures, Angels of Many, Base Case Capital, etc.
Growth
Vercel primarily offers coding and deployment tools for developers and individuals to efficiently launch personalized web applications in a timely manner. The platform is easy to use and does not require previous technical experience and allows for collaboration features. Users can easily code their applications using ...
The efficient development of personalized web applications without a complicated and deeply technical deployment process.
A platform with cloud infrastructure, technical tools, Next.js framework, and pre-built templates for users instantly deploy web applications.
Vercel is an accessible platform for both technical and non-technical to people to easily launch web applications for personal or business use.
Vercel runs on freemium subscriptions where users can choose from three different plans. The first is the Hobby plan which is free, allowing users to begin deploying projects. The second play is the Pro, which for $20 a month includes the services of the Hobby plan and more infrastructure use and observability tools. T...
Vercel supports 25 different frameworks for developers to use when coding their web applications. Deployments can be done through Vercel’s Command Line Interface (CLI) or directly from a user’s Git repository, and when deployment is requested, the API request “POST,” is used to upload project file to a global data stor...
Vercel has been successful in the web development space for numerous factors, one of which is their lack of competitors. Currently, there is no other platform providing the same tools and solutions at an efficient rate as Vercel. Vercel is the first company of its kind to provide users with an easy-to-use interface for...
/content/drive/MyDrive/engin183profiles/AIML Profile/hassanyara_5727837_91422467_AI_Spring2025_BusinessProfileFormat.docx
AIML Profile
172
250
Series E
null
null
null
null
5
4
4
3
3
3
3
5
4
5
5
5
Metaphysic.ai is a generative AI company specializing in hyperreal synthetic media. Their mission is to build ethical and empowering tools that give individuals control over their digital identity in an age of AI-generated content. Metaphysic develops advanced AI models to create lifelike avatars, voice clones, and dee...
https://metaphysic.ai/
Private
Create impossible
London, UK
2,021
Logan Paul, Ryan Faber, 8VC, David Carrrico, S32
Growth
Metaphysic offers advanced generative AI tools that enable the creation of hyperreal synthetic media, including photorealistic avatars, AI-generated faces and voice synthesis. Their core product, Metaphysic Pro, is a subscription-based platform that allows creators, studios and brands to generate and manage deepfake-qu...
Creating realistic synthetic media has traditionally been complex, expensive, and ethically questionable, with limited tools for creator control and consent.
Metaphysic provides accessible, high-quality generative AI tools that allow users to create photorealistic content while embedding ethical safeguards like identity consent.
Metaphysic empowers creators and studios with tools to produce hyperreal synthetic media safely, ethically, and efficiently - redefining digital storytelling.
Metaphysic operates on a B2B and B2C model, offering its generative AI tools through licensing, custom solutions and partnerships with major film studios and content creators. While exact pricing is not public, their revenue is primarily generated via enterprise deals and white-labeled services for production companies...
Metaphysic uses advanced generative AI techniques like deep learning, GANs (Generative Adversarial Networks), and neural rendering to create hyperrealistic digital avatars and video content. Their tech stack combines proprietary machine learning models with cloud-based infrastructure for scalable performance. Tools are...
Metaphysic.ai has quickly become a leader in the world of synthetic media by leveraging advanced AI to produce hyperreal digital content. Its success lies in the ability to combine innovative technology with a clear ethical stance on deepfakes and digital identity. With high-profile partnerships in entertainment and a ...
/content/drive/MyDrive/engin183profiles/AIML Profile/hatakkajulie_5794665_91424518_H10 - Metaphysic.docx
AIML Profile
17.5
25.4
null
N/A, acquired by Brahma for $1.4B
N/A
null
null
5
4
5
4
4
4
4
4
3
5
5
5
Innodata is a global data engineering company founded in 1988 and has evolved into a leading provider of AI data solutions, specializing in training data preparation, model development, and generative AI strategy. Innodata serves enterprises, technology firms, and governments by transforming unstructured data into stru...
https://innodata.com/
Public
Making AI Work
Hackensack, NJ
1,988
Blackrock, The Vanguard Group, Luzich Partners
Growth
Innodata offers AI driven products and services that support enterprises in developing, deploying, and managing both traditional and generative AI models. Their offerings include high quality data annotation across text, image, audio, and video formats, a generative AI test and evaluation platform to ensure model safet...
Most enterprises struggle to implement AI due to lack of high quality training data, domain expertise, and scalable infrastructure.
Innodata delivers structured, annotated, and contextually rich data to power AI models at scale, while offering consulting and technical services to support successful AI adoption.
Innodata helps organizations deploy trustworthy and high-performing AI solutions by providing top-tier data infrastructure and generative AI expertise.
Innodata operates on a B2B service-based and subscription model. Clients pay for data as a service, platform licenses, and consulting services. Their key sectors include finance, insurance, publishing, and tech.
Innodata leverages proprietary AI tools, including its “Agility” platform for managing large scale data workflows. It utilizes natural language processing, computer vision, and generative AI models.
Innodata is a fast growing AI and data engineering company that has successfully evolved from its roots in content transformation to become a strategic partner for enterprises adopting artificial intelligence. The company provides end to end AI solutions, including high quality data annotation, generative AI fine tunin...
/content/drive/MyDrive/engin183profiles/AIML Profile/jiangkevin_5665005_91409806_Spring 2025 Business Profile AI.docx
AIML Profile
170.5
null
null
$ 938.05 million
NASDAQ: INOD $29.97
10.95%
P/E ratio is 39.32
4
3
4
4
3
4
5
4
3
5
4
4
Braintrust serves as a complete platform which simplifies the creation of strong AI applications particularly those built with LLMs. Braintrust launched its operations in 2023 from its San Francisco California base to enable teams to create LLM-enabled applications with confidence through solutions for non-deterministi...
https://www.braintrust.dev/
Private
null
San Francisco, California, USA
2,023
Andreessen Horowitz, Greylock, Elad Gil, Basecase Capital, SV Angel, etc
Growth
Braintrust delivers a complete platform which supports AI application development. The platform offers four main features which enable prompt and model evaluation alongside execution trace visualization and AI interaction monitoring and online assessment capabilities. Users can develop custom scorers and callable tools...
Developing reliable LLM applications is challenging due to the non-deterministic nature of models and the unpredictability of natural language inputs.
Braintrust delivers an iterative workflow system which helps teams improve prompts and models through evaluation to build strong AI applications.
The integration of Braintrust into development life cycles allows organizations to improve AI product reliability and performance which results in more dependable AI-driven solutions.
Braintrust provides subscription-based pricing with different plans that match the requirements of all types of organizations. Under the "Free" plan users receive 1 GB of processed data with 10,000 scores while data retention spans 14 days and the service supports up to 5 users. The "Pro" subscription plan costs $249 m...
The machine learning capabilities of Braintrust enable AI application development through its advanced techniques. Braintrust enables development using TypeScript and Python functions which let users build their own scorers and tools. Braintrust provides users access to real-time execution trace visualization and AI in...
The AI software engineering field has quickly recognized Braintrust as its essential player through its solutions for developing applications which use LLMs. Through its platform Braintrust enables multiple teams to work together continuously while experimenting which results in creating durable AI applications. Braint...
/content/drive/MyDrive/engin183profiles/AIML Profile/jicharliechengjie_LATE_5612424_91442635_AIML company profile - Braintrust.docx
AIML Profile
null
36
Series A
null
null
null
null
4
4
4
4
3
4
4
4
4
5
4
4
Shield AI is a company that is focused on defense technology. It is focused on developing AI pilots and autonomous aircrafts to aid the military. It was co-founded by former a Navy SEAL Brandon Tseng, along with Ryan Tseng and Andrew Reiter. Their main product is software called Hivemind, and it is focused on operating...
www.shield.ai
Private
Protecting service members and civilians with intelligent systems
San Diego, California, USA
2,015
Andreessen Horowitz, U.S. Innovative Technology Fund, Riot Ventures, L3Harris, Hanwha Asset Management and more
Growth
Shield AI's main product is the Hivemind platform, which lets aircraft operate without needing GPS or communication signals. They also offer the V-BAT, a drone that can take off and land vertically and is used for intelligence and surveillance missions. Another product, Hivemind Enterprise, is a platform that helps com...
Traditional military requires GPS which can be jammed and compromise mission safety.
Shield AI's Hivemind enables autonomous operation of military assets without dependence on GPS or human communication.
By using AI pilots, Shield AI reduces need for GPS and communications and increases mission success rates.​
Shield AI operates on a B2G (business-to-government) model, providing AI-powered autonomous systems and software to defense departments and governments. Revenue is made from product sales, software licensing, and ongoing support services.
Shield AI's core technology is Hivemind, an AI pilot that enables aircraft to operate autonomously without GPS or communications. Hivemind allows integration across various platforms, from drones like the V-BAT to modified fighter jets such as the F-16. The technology stack uses advanced machine learning algorithms, re...
Shield AI’s success comes from its focus on developing autonomous systems for defense, particularly in aircrafts that operate without GPS or communication. Products like the Hivemind platform and V-BAT drone have made it a trusted partner for defense agencies. The company’s innovation, strong leadership, and strategic ...
/content/drive/MyDrive/engin183profiles/AIML Profile/karivedasrihitha_5616975_91412486_Spring2025_BusinessProfileFormat (2).docx
AIML Profile
267
240
Series F-1
N/A (Private company)
null
Shield AI's margin profile typically ranges between 40-50%
N/A
5
5
4
5
5
5
5
5
5
5
5
5
KoBold Metals is a pioneering company in the mining industry, leveraging artificial intelligence, machine learning, and data science to accelerate mineral exploration, particularly for critical metals like cobalt, nickel, lithium, and copper. The company aims to revolutionize the mining sector through innovative techno...
https://www.koboldmetals.com/
Private
Finding the materials of the future with AI and HI.
Berkeley, California, USA
2,018
Bill Gates, Jeff Bezos, Durable Capital Partners, T. Rowe Price, Andreessen Horowitz, Breakthrough Energy Ventures, and others.
Growth
KoBold Metals offers advanced mineral exploration services using AI-driven technologies. The company's primary focus is on discovering and developing deposits of critical minerals such as cobalt, nickel, lithium, and copper, which are essential for clean energy technologies like electric vehicle batteries and renewable...
Addresses the inefficiencies and environmental challenges in traditional mineral exploration by leveraging AI and machine learning to identify critical mineral deposits more accurately and sustainably.
AI-driven exploration services that enhance the efficiency and sustainability of mineral discovery, providing valuable insights and discoveries to companies in the clean energy sector.
Ability to accelerate the discovery of critical minerals essential for clean energy technologies, while reducing environmental impact and improving exploration efficiency through innovative technologies.
Equity-Based Collaborations: Ownership stakes in mineral resources discovered through its AI-driven exploration services. It partners with large mining companies to explore and develop these resources, sharing in the revenue generated from successful mining operations. Technology Licensing: The company licenses its pro...
KoBold Metals’ tech stack includes proprietary AI and machine learning platforms such as TerraShed and Machine Prospector. These tools analyze vast geological datasets to identify potential mineral deposits more efficiently and accurately than traditional methods. By integrating AI-driven insights with advanced sensing...
KoBold Metals has achieved success primarily due to its innovative approach to mineral exploration, leveraging AI and machine learning to enhance efficiency and sustainability. The company's strong leadership, comprised of experienced founders, has been instrumental in driving strategic partnerships and securing signif...
/content/drive/MyDrive/engin183profiles/AIML Profile/kimgeoffrey_5627721_91415542_Spring2025_BusinessProfileFormat (KoBold Metals).docx
AIML Profile
31.5
1,000
Series C
$3 billion
null
null
null
5
5
5
5
4
4
4
5
4
5
5
5
Luma AI is an innovative company specializing in artificial intelligence solutions for 3D creation. Its core offerings, like the Luma app and Genie model, leverage generative AI to redefine how 3D content is produced and experienced. The app enables realistic 3D captures using smartphones, while Genie generates interac...
www.lumalabs.ai
Private
Lifelike 3D capture and creation for everyone
Palo Alto, CA, USA
2,021
Venture Capital-Backed
Growth
Luma AI provides pioneering AI-powered services centered on 3D content creation and capture. Key products feature the Luma App, enabling the effortless creation of photorealistic 3D scans from reality using just a smartphone, and Genie, a generative model that materializes interactive 3D assets from textual description...
Creating high-quality 3D assets and realistic digital twins is often complex, time-consuming, and requires specialized equipment and expertise.
Luma AI offers a platform and tools leveraging advanced AI to easily capture real-world objects and scenes with just a phone, transforming them into photorealistic 3D models and immersive experiences.
Luma AI democratizes the creation of stunning 3D content, making it faster, more accessible, and cost-effective for creators, businesses, and individuals. It empowers users to generate high-fidelity digital assets without the need for complex setups or extensive technical skills.
Subscription-based model with tiered plans based on usage volume, features (e.g., number of captures, processing speed, access to advanced editing tools), and potential for enterprise-level agreements. There could also be per-use pricing for specific high-demand features or API access for integrations.
The tech stack likely includes advanced computer vision algorithms and machine learning models for 3D reconstruction and photogrammetry, potentially leveraging proprietary AI models. This is integrated with a scalable cloud infrastructure for processing large datasets and delivering 3D assets. The platform emphasizes u...
Luma AI has emerged as a pioneer in the creative technology sector with its groundbreaking AI for 3D capture and generation, designed to revolutionize the way creators and businesses produce and experience digital content. By harnessing the power of advanced artificial intelligence, particularly Neural Radiance Fields ...
/content/drive/MyDrive/engin183profiles/AIML Profile/kostlouis_5786705_91414682_LUMAAI_BusinessProfileFormat_Louis.KOST.docx
AIML Profile
null
68.5
Series B
null
null
null
null
5
5
5
4
4
4
3
5
3
5
5
5
Hugging Face is a leading open-source platform for machine learning (ML) and artificial intelligence (AI), well known for its community-driven approach to sharing and building models, datasets, and applications. Founded in 2016 in New York City, Hugging Face began as a chatbot company but has since transformed into one...
huggingface.co
Private
The AI community building the future.
New York City, USA
2,016
Google, Amazon, Nvidia, Intel, AMD, Salesforce Ventures
Growth
Hugging Face offers a suite of tools that simplify ML development: Transformers Library: Open-source models for NLP, computer vision, and audio tasks. Datasets Library: Streamlined access to thousands of curated ML datasets. Spaces: A platform to host and demo ML apps using Gradio and Streamlit. Gradio: A no-code tool ...
Building and deploying ML models typically requires complex infrastructure, large datasets, high computing resources, and strong expertise and all of which can cause issues while working on any model.
Hugging Face offers accessible, ready to use models, datasets, and APIs, reducing barriers to ML adoption and promoting open collaboration.
Hugging Face is the go to ecosystem for developers, researchers, and companies who want to collaborate, build, and deploy unique ML models and tools openly and efficiently.
Hugging Face uses a freemium and enterprise SaaS model: Pro Accounts: Subscription-based access to premium features. Enterprise Services: API integrations, private hosting, and support. Inference Endpoints: Pay per use access to compute resources for running models. Custom Partnerships: With large enterprises for scala...
Hugging Face supports major deep learning frameworks (PyTorch, TensorFlow, JAX). Its platform enables: Hosting and version control of models. Integration with cloud services. Real time inference and sharing with Gradio, Spaces, and Transformers APIs. Scaling with Hugging Face Accelerate and Optimum libraries for perfor...
Hugging Face has successfully become the open-source standard for machine learning collaboration. From researchers to enterprises, it empowers users to access and scale AI through community driven tools and powerful infrastructure. Its strong leadership, consistent funding, community first approach, and rapid product e...
/content/drive/MyDrive/engin183profiles/AIML Profile/kulkarnidaksh_5794933_91426155_Hugging face business model.docx
AIML Profile
null
400
Series D: $235M in August 2023
Valued at $4.5 billion (2023)
null
Not applicable (private)
null
4
4
4
4
3
4
4
4
4
5
4
4
Creator of AI-powered music composition software designed to make music creation accessible to all. The platform provides a variety of genres and templates, allowing users to produce high-quality tracks for monetization and global commercial use, empowering artist, producers, and content creators.
https://soundful.com
Private
The future of music is now. Empowering Everyone to Make Music and Content.
San Diego, CA
2,019
Accenture, Beatport, Microsoft, SQUEAK E. CLEAN STUDIOS LLC, Thomas Staggs, Universal Music Group
Growth
Soundful offers AI-powered music generation and sound customization services, allowing users to create high-quality, royalty-free soundscapes for various applications. Key offerings include an AI music composition platform, an adaptive sound API for businesses, and a library of customizable tracks. Soundful also partne...
Music production is time-consuming, costly, and requires expertise.
Soundful’s AI-driven platform generates original, high-quality music and soundscapes instantly, making professional audio creation accessible to all.
Empowering creators and businesses with affordable, intuitive, and fully customizable sound solutions, eliminating licensing hassles and production barriers.
Soundful operates on a subscription-based model, offering individual, business, and enterprise-tier plans. Additional revenue streams include API licensing, custom sound branding services, and advertising partnerships.
Soundful's AI-driven sound engine leverages deep learning, neural networks, and natural language processing to generate and enhance music.
Soundful has emerged as a leader in AI-powered music generation by offering innovative, user-friendly solutions that cater to a wide range of industries. The company’s technology simplifies music creation while maintaining high-quality sound design, making it accessible to businesses, content creators, and hobbyists al...
/content/drive/MyDrive/engin183profiles/AIML Profile/kupkaamalie_5794043_91387724_ENGIN283 - Business Profile - Soundful.docx
AIML Profile
1,500,000
3,800,000
1 round
null
null
null
null
5
4
4
3
4
3
4
5
3
5
5
4
Anthropic is an AI safety and research company that builds general AI systems with a strong emphasis on alignment, ethics, and responsible deployment. The company is founded by former OpenAI researchers. Anthropic is best known for its LLMs, like Claude. The company’s aims to build AI to be interpretable, steerable, an...
https://www.anthropic.com
Private
AI research and products that put safety first.
San Francisco, California, USA
2,021
Google, Spark Capital, Sam Bankman-Fried (early funding), Menlo Ventures
Growth
Anthropic’s core product is Claude. Which is an LLM designed to be a competitor of Chat GPT. Claude is integrated into workflows and developer via API access. Its positioned as a safer alternative to other LLMs. Anthropic also publishes research on AI alignment and interpretability.
Rapid advancements in AI capabilities outpace efforts in alignment and safety, leading to risks of misuse, bias, and lack of control in powerful AI systems.
Anthropic creates AI systems with built-in safety principles, focusing on making them more interpretable and steerable, ensuring that AI behavior remains aligned with human values.
Safe, steerable AI built with alignment at its core.
API-based access to Claude models under a usage-based pricing model. It partners with enterprises and developers to integrate its LLMs into products, services, and internal tools.
Anthropic builds frontier LLMs using reinforcement learning, constitutional AI, and interpretability-focused training techniques. The Claude models are optimized to maintain reliability and transparency in AI responses. The company prioritizes human-AI collaboration and makes technical safety a core part of development...
Anthropic stands out in the AI industry by prioritizing safety and alignment in the development of large language models. With its Claude family of LLMs, the company is in progress of building systems that are powerful and reliable, focusing on enterprise use cases with a demand in precision and trust. By positioning i...
/content/drive/MyDrive/engin183profiles/AIML Profile/leejoonsung_5794341_91419468_AI_ML Co Business Profile.docx
AIML Profile
100
7,000
null
Not applicable
Not applicable
null
Not applicable
4
4
5
4
4
5
4
5
4
5
5
4
Papercup is a London-based startup specializing in AI-driven video translation and dubbing. Founded in 2017, Papercup aims to help content creators, media companies, and enterprises expand the reach of their video content by automatically translating speech into different languages with natural-sounding, human-like voi...
https://www.papercup.com
Private
Making the world’s videos watchable in any language
London, United Kingdom
2,017
LocalGlobe, Sands Capital, Sky, Guardian Media Group, and others
Growth
Papercup provides an AI-based video translation platform that automates the process of creating localized audio in multiple languages. Their solution pairs machine-translated subtitles with realistic AI-synthesized voiceovers, significantly reducing the cost and turnaround time typically associated with human dubbing.
Traditional dubbing and voiceover processes are time-consuming and expensive, often requiring specialized talent and extensive coordination.
An AI-driven platform that analyzes spoken content, translates it into target languages, and generates lifelike voiceovers with minimal manual intervention.
Papercup helps media creators quickly and affordably expand their global reach by automatically dubbing video content into multiple languages, preserving tone and style without the high costs of traditional dubbing studios.
Papercup operates under a B2B model. Clients pay subscription or usage-based fees depending on the volume of content translated and the complexity of voice customization. Some large enterprise deals may include premium service tiers and dedicated support.
Papercup’s technology combines neural machine translation (NMT) with proprietary text-to-speech (TTS) models. Their tech stack includes: Advanced language models for both speech recognition and language translation, Voice synthesis and speech generation to produce realistic, context-aware dubbing, Cloud-based processin...
Papercup exemplifies how AI can transform a long-established but often under-served area: video dubbing and localization. By harnessing proprietary translation and text-to-speech models, Papercup helps both small and large content creators expand into new regions, reducing the friction and cost of localization. This ap...
/content/drive/MyDrive/engin183profiles/AIML Profile/leemichelle_5618088_91426046_Papercup.docx
AIML Profile
null
20
Seed and Series A
N/A (private)
N/A (private)
N/A (early stage startup)
N/A (not publicly traded)
4
4
5
4
3
4
4
5
3
5
4
5
Cleanlab is a technology company that is defining a new category of automated data curation, with the hopes of increasing reliability in AI and ML models. Cleanlab is creating tools that can automatically identify and resolve issues in datasets, including label issues and outliers, and is building the capability to han...
https://cleanlab.ai/
Private
GenAI that works reliably
San Francisco, CA
2,021
Menlo Ventures, TQ Ventures
Growth
Cleanlab studio is an add on platform for AI that will automatically find and fix errors in large data sets that would have otherwise compromised the viability of the information that the AI/ML model was training on. What sets them apart is that it is data agnostic, can be domain specific, and is intuitive for users. T...
Large datasets often have many errors that is not easily corrected by individual intervention.
An AI framework that detects and fixes errors and noisy data in datasets.
Cleanlab is able to clean and filter out noisy raw data that would have had an effect on the accuracy of the model.
Subscription based. (Cleanlab Studio/ Cleanlab studio enterprise)
Cleanlab utilizes advanced algorithms based on "confident learning," an approach developed by its founders during their doctoral studies at MIT. This approach systematically identifies and fixes errors (e.g., mislabeled instances, outliers, duplicates) in datasets and works for data types like text, images, and tabular...
Cleanlab's success is its academic focus on automated data curation, which is a crucial aspect of high-quality and trustworthy data for AI and machine learning. Co-founders Curtis Northcutt, Jonas Mueller, and Anish Athalye are all PhDs from MIT and add credibility and a strong combination of academic rigor and industr...
/content/drive/MyDrive/engin183profiles/AIML Profile/loubrandon_5568559_91423670_Spring2025_BusinessProfile_AIML.docx
AIML Profile
4.9
30
null
$104.77M
No IPO
N/A
N/A
3
3
4
4
3
4
4
4
3
4
4
3
1-3 paragraph company overview, purpose, mission, and focus Stats at a Glance: Website Address: https://www.synthesia.io | HQ Location : London, UK | Employees: around 200 Industry : AI (in media tech) | Private Company
https://www.synthesia.io
Private
“Create AI videos from text in minutes”
London, UK
2,017
Kleiner Perkins, GV, Firstmark, Seedcamp
Hypergrowth
Synthesia offers an AI video generation platform where users can type in text, choose an AI avatar, and produce videos in over 120 languages. Its primary services include corporate training videos, explainer videos, product demos, onboarding materials, and internal communications. The platform also includes custom avat...
Video production is traditionally expensive, time-consuming, and resource-intensive.
Synthesia automates the video creation process through generative AI, enabling fast and scalable content creation.
Synthesia provides a faster, more affordable way to create high-quality video content, making it easier for businesses to communicate globally and consistently.
Synthesia operates on a subscription-based model, offering individual, corporate, and enterprise-level pricing tiers. It earns revenue through monthly/annual subscriptions depending on video minutes used, avatar features, and team access capabilities.
1 paragraph to describe tech being leveraged, summary of tech stack.
Synthesia is a standout AI startup transforming how organizations create and distribute video content. By eliminating the need for traditional video production resources, the company empowers users to create studio-quality videos using only text and a web interface. Its strength lies in solving a costly and time-consum...
/content/drive/MyDrive/engin183profiles/AIML Profile/lozanovillasenorsantiago_5769687_91415538_Spring2025_BusinessProfileFormat (2).docx
AIML Profile
50
156.6
Series C as of 2023
N/A (Private)
null
null
null
5
4
5
4
3
4
5
5
3
5
5
5
Groq Inc., founded in 2016, is a technology company specializing in artificial intelligence (AI) and machine learning (ML) acceleration. The company's mission is to deliver unparalleled compute speed and efficiency for AI inference, enabling rapid innovation and discovery. Groq's flagship product, the Language Processi...
https://groq.com/
Private
Fast AI Inference
Mountain View, California, USA
2,016
Tiger Global, BlackRock, D1 Capital, Addition, Cisco, Samsung Catalyst Fund, Neuberger Berman, Type One Ventures
Hypergrowth
Groq offers AI inference solutions through its Language Processing Unit (LPU) technology, available via GroqCloud (cloud-based API access) and GroqRack (on-premises deployment). Their product portfolio includes cloud-based inference services for running popular LLMs like Llama 4, Llama 3, and other open-source models. ...
Traditional GPUs struggle with latency and efficiency when running inference for large language models, making AI applications slow and expensive to operate.
Groq's LPU architecture delivers up to 10x faster inference speeds with significantly lower latency and energy consumption, enabling real-time AI applications and more cost-effective deployment.
Clear and compelling performance and efficiency advantages
Groq employs multiple revenue streams: a tokens-as-a-service (TaaS) model through its GroqCloud API (subscription/usage-based pricing), hardware sales for on-premises deployments, and hardware leasing/colocation services. For example, Llama 4 Scout is priced at $0.11/M input tokens and $0.34/M output tokens.
Groq's core technology is its Language Processing Unit (LPU), a novel AI accelerator architecture fundamentally different from GPUs. The LPU features a deterministic execution model with compute and memory co-located on the chip, eliminating resource bottlenecks. Their kernel-less compiler makes it easy to compile new ...
Groq represents one of the most promising challengers to NVIDIA's dominance in the AI chip market. The company's success stems from its perfectly timed focus on AI inference—the computational process of running trained AI models—just as large language models like ChatGPT exploded in popularity. Founded by Jonathan Ross...
/content/drive/MyDrive/engin183profiles/AIML Profile/manchandadivjotsingh_LATE_5795144_91426396_Groq.docx
AIML Profile
46.6
1,050
null
N/A (private company)
N/A (private company)
Net loss of $88.3M(2023)
N/A (private company)
4
4
5
4
3
4
4
5
4
5
5
4
SigTuple is a Bangalore-based healthtech startup revolutionizing medical diagnostics through the power of Artificial Intelligence and computer vision. Founded in 2015, the company aims to automate the analysis of medical data, starting with pathological tests like blood, urine, and semen analysis.
https://www.sigtuple.com
Private
Transforming Healthcare with Data Intelligence
Bangalore, India
2,015
Accel, IDG Ventures India, Endiya Partners, Pi Ventures, Axilor Ventures
Growth
SigTuple develops AI-driven diagnostic solutions with its AI100 product at the core of the platform. AI100 is an advanced microscope that performs automated visual examinations of pathological samples (i.e., blood, urine, and semen). In addition to the AI100 microscope, SigTuple also has a cloud-based AI platform calle...
Shortage of skilled pathologists, slow and error-prone diagnostics.
AI-driven, automated sample analysis and remote diagnostics.
Faster, accurate, cost-effective diagnostics, even in remote areas.
Subscription + Hardware Sales. Labs pay for AI100 devices and ongoing AI software access. Also uses channel and VAR partnerships.
Uses deep learning, computer vision, and cloud computing. Built with Python, TensorFlow, AWS, and React; integrates smart hardware with AI models trained on medical images.
SigTuple is an eminent AI-focused health tech company located in India which is making significant strides in the field of medical diagnostics through novel solutions. Established in 2015, the company aims to design AI-based technologies that automate diagnostic flow, notably blood, urine, and semen samples through its...
/content/drive/MyDrive/engin183profiles/AIML Profile/nrmugheshkumar_5795003_91423896_AI.docx
AIML Profile
null
40
null
N/A (Private company)
null
null
null
4
4
5
5
3
4
4
5
5
5
4
5
DeepSeek is a Chinese artificial intelligence (AI) company specializing in the development of open-source large language models (LLMs). DeepSeek's mission is to advance artificial general intelligence (AGI) through open-source research and development, aiming to democratize AI technology for both commercial and academi...
deepseek.com
Private
Into the unknown
Hangzhou, Zhejiang, China
2,023
High-Flyer
Hypergrowth
DeepSeek offers a range of AI models and services, including general language models, specialized coding models, and reasoning models. Their portfolio includes DeepSeek Coder (Nov 2023), DeepSeek LLM series (Nov 2023), DeepSeek-MoE models (Jan 2024), DeepSeek-Math models (Apr 2024), DeepSeek-V2 (May 2024), DeepSeek-V2....
High costs and computational requirements for developing advanced AI models
Efficient AI models that perform competitively while using fewer resources
High-quality AI capabilities at significantly lower cost and with open-source availability
DeepSeek operates on a token-based pricing model, charging users based on the number of input and output tokens processed through its API services. This approach allows for flexible and scalable usage, accommodating businesses of various sizes and needs. Initially, DeepSeek offered promotional pricing to attract users,...
DeepSeek leverages a sophisticated technology stack to develop its advanced AI models. At the core, it utilizes a Mixture-of-Experts (MoE) architecture, notably implemented in models like DeepSeek-V3, which comprises 671 billion total parameters with 37 billion activated per token. This architecture enhances computatio...
DeepSeek has emerged as a disruptive force in the AI industry by leveraging cost-efficient training methods, innovative architecture, and strategic market positioning. Its ability to achieve competitive performance at a fraction of the cost has challenged industry norms dominated by firms like OpenAI and Google.
/content/drive/MyDrive/engin183profiles/AIML Profile/pantianyue_5795402_91416908_Deepseek_TIANYUE PAN-1.docx
AIML Profile
null
50
null
null
null
null
null
4
5
5
3
2
5
5
5
4
5
5
5
C3.ai was established in 2009 and is a leading enterprise AI software firm working to accelerating digital transformation for industries globally. The firm offers a portfolio of over 130 AI applications that address critical business problems across industries such as manufacturing, financial services, government, util...
https://c3.ai/
Public
Proven results in weeks, not years
Redwood City, CA
2,009
Vanguard, Blackrock
Hypergrowth
C3 offers a suite of enterprise AI solutions for a wide range of industries, including software that detects money laundering, churn management, cash management, smart lending and much more. They provide the C3.ai Studio, which is a suite of dev tools at varying levels that allow customers to quickly integrate the AI p...
C3 solves the problem businesses have with the intricacies of employing AI solutions in their enterprise.
They offer numerous AI software solutions and their dev tool platform for these companies to integrate Ai solutions in their business.
To deliverable scalable Ai solutions to accelerate efficiency, generate insights and boost business innovation.
C3.ai operates on a subscription-based model, generating revenue through licenses, maintenance, implementation and training. The company also partners with cloud providers like Microsoft Azure, AWS, and Google Cloud to expand its market. Their primary marketing efforts come from these cloud providers. In fiscal Q1 2025...
C3's tech stack facilitates the development, deployment, and operation of enterprise AI software. Their platform has a model-driven architecture that supports fast application development. The platform integrates various data storage methods like relational databases, key-value stores, graph databases, and distributed ...
The success of C3 primarily comes from its enterprise AI platform addressing fundamental issues across a spectrum of industries. By delivering over 130 AI-powered applications, C3 helps firms to optimize operations, reduce expenses, and drive their AI transitions. C3's strategic partnership with large cloud providers l...
/content/drive/MyDrive/engin183profiles/AIML Profile/patelrushi_5610698_91404813_Spring2025_BusinessProfileFormat (3).docx
AIML Profile
311
444
Now public
2.5 billion
Stock symbol: AI Price now: 18.99 52 week high: 45.08 52 week low: 18.85
-76.6%
PE Ratio: -10.14
5
5
4
4
3
4
3
4
5
5
5
4
Edda.ai currently serves businesses in the restaurant industry and other sectors within the service industry by using AI-powered demand forecasting to transform operations. It addresses the challenge of measuring daily sales and revenue, which can be scattered across multiple systems like PoS, QR codes, Foodora, Wolt, ...
https://www.edda.ai/
Private
Full control, better margins
Oslo, Norway
2,024
Startuplab, Andenes Ventures and Aidiom.
Growth
Edda.ai offers six powerful modules that use a combination of AI and integrated data from various systems to optimize business operations, especially in the restaurant industry. Total Control: AI automates data collection and analysis, providing real-time insights into key KPIs, eliminating manual reports. Revenue Insi...
Businesses, especially in the restaurant industry, face challenges in managing data, forecasting demand, staffing, and tracking performance, often resulting in inefficiencies and lost revenue.
Edda.ai’s AI-powered platform integrates data from various systems to automate processes like forecasting, staffing optimization, and real-time performance tracking for smarter decision-making.
Edda.ai enhances efficiency, reduces costs, and improves decision-making by providing real-time insights, automated forecasting, and optimized staffing, leading to better profitability and customer satisfaction.
Edda.ai operates with a SaaS (Software as a Service) business model, offering subscription-based access to its AI-powered platform.
Edda uses AI-based models and advanced data integration technology to process and analyze large datasets. The platform combines machine learning algorithms with real-time data from various business systems and external sources, providing automated insights and predictions.
Edda.ai is an AI-driven platform that helps businesses, especially in the service and retail sectors, optimize their operations. By integrating data from multiple systems like sales, bookings, and staffing, it offers real-time insights and forecasts, improving decision-making. Edda.ai specializes in demand forecasting ...
/content/drive/MyDrive/engin183profiles/AIML Profile/rostadsandsynne_5794130_91380251_Edda.ai Company Description.docx
AIML Profile
0.041
0.7
null
null
null
null
null
4
3
5
3
3
4
4
5
4
5
4
5
Augmedix Inc operates in the US healthcare market, providing medical documentation solutions for hospitals, clinics, and individual practitioners. Their products capture clinician to patient conversations and transform them into real time medical notes, seamlessly integrated into electronic health records. Augmedix gen...
https://www.augmedix.com/
Private
AI-centric solutions for human-centric medicine
San Francisco
2,012
Redmile Group
Growth
Augmedix Inc offers AI-driven medical documentation solutions designed to minimize the administrative burdens on healthcare providers. Their product captures natural clinician to patient conversations and converts them into real time medical notes, seamlessly integrating with electronic health records. This allows clin...
Clinicians often face significant amount of administrative tasks, leading to reduce time for direct patient care and potential burnout.
Augmedix provides ambient AI solutions to automate medical documentation, ensuring accuracy and efficiency.
Enhances the clinician to patient relationship, improves workflow efficiency and reduces the administrative load on healthcare professionals.
Operates with a subscription-based model, charging healthcare organizations and individual practitioners for access to their AI-powered documentation service. This model ensures a steady revenue stream while providing scalable solutions tailored to various clinical settings.
The company´s platform leverages advanced large language models (LLMs), including collaborations with Google Cloud´s MedLM suite, to process and transcribe medical conversations accurately. Their integration of AI and human assisted support ensures high quality documentation.
Augmedix Inc has found success by addressing a critical pain pont in healthcare, which is the administrative burden of medical documentation. By leveraging their AI technology, the company enables real-time conversion of clinician to patient conversations into structured medical notes, seamlessly integrating with the e...
/content/drive/MyDrive/engin183profiles/AIML Profile/saetrevanessa_5794411_91307635_Augmedix.docx
AIML Profile
13.66
null
Later Stage VC (Series B)
197.62 million USD, 19th of March 2025
Symbol: AUGX on Nasdaq Current price 4.07 USD 52 week range: 1.50-6.25 USD
Reported at -46.29%, current operational losses
NaN, due to negative earnings
3
4
4
4
3
3
4
4
4
4
4
-1
1-3 paragraph company overview, purpose, mission, and focus
www.perplexity.ai
Private
“The Search Engine that Answers”
San Francisco, California, USA
2,022
IVP, NEA, Nvidia, Jeff Bezos
Hypergrowth
Perplexity AI provides a conversational search engine that combines large language models with live internet indexing to generate fact-checked, source-backed answers. Unlike other AI models that rely on pre-trained data, Perplexity pulls real-time information from verified sources, improving accuracy and credibility. T...
Traditional search engines are cluttered with ads, SEO-optimized content, and irrelevant links, making it harder for users to find precise, unbiased answers.
Perplexity AI delivers direct, sourced, and ad-free responses by combining real-time web crawling with AI-powered natural language processing.
Perplexity emphasize on accuracy and transparency while reduce the information chunk size from overloading
Freemium Model, Subscription Model, Enterprise and API Sales
Perplexity AI leverages large-scale transformer models similar to OpenAI’s GPT, combined with real-time web crawling and retrieval-augmented generation (RAG). Its architecture ensures that answers are continuously updated with fresh, sourced information, reducing hallucinations and improving response accuracy. The AI s...
Perplexity AI has built a strong foundation in the AI-powered search space, positioning itself as a serious alternative to traditional search engines. With a solid leadership team and well-managed financial backing, the company has scaled rapidly, securing key investors and maintaining a sustainable growth trajectory. ...
/content/drive/MyDrive/engin183profiles/AIML Profile/sawasdeeponnoah_5794019_91318769_Perplexity-1.docx
AIML Profile
null
100
null
N/A (Private)
N/A
null
null
4
5
3
4
5
4
4
5
5
5
5
5
Clova is an AI platform developed by NAVER Corporation(Biggest Portal Service). Introduced in March 2017, Clova integrates advanced AI technologies such as speech recognition, natural language processing, and image recognition to provide a wide range of services and products. The platform aims to enhance transcribe, or...
https://clova.ai/en
Private
We strengthen platform competitiveness and expand business synergy through hyperscale AI.
Seongnam-si, Gyeonggi-do, South Korea
2,009
Naver Corp
Growth
Providing various of applications including speech recognition, speech synthesis, NLP
Enhancing human-computer interactions by making them more natural and intuitive through advanced AI technologies. (Especially Voice, transcribe…etc)
Providing various of applications including speech recognition, speech synthesis, NLP
Cutting-edge technologies, better than others.
Clova operates as a subsidiary of NAVER Corporation, integrating AI technologies into NAVER's existing services and offering AI solutions to external business clients.
Clova leverages DL(Deep Learning) and neural network technologies to power its AI services, including speech recognition, speech synthesis, and KoreanLLM.
As a leading Korean tech company, Clova’s focus on building Korean-specific AI models is commendable. Its excellence in speech recognition(voice tech) and natural language processing for the Korean language has made it a reliable engine powering many of NAVER’s services. However, its marketing and service reach have re...
/content/drive/MyDrive/engin183profiles/AIML Profile/seonjongyeop_5794671_91426216_Spring2025_BusinessProfileFormat_clova.docx
AIML Profile
433.6
null
null
Private
null
null
null
2
3
2
3
4
4
3
5
5
5
4
3
Decagon is an AI startup focused on transforming customer support operations. Decagon’s mission is to enhance customer service experiences by deploying AI agents who can handle inquiries across chat, voice, and email channels. Decagon focuses on delivering safe, scalable, and context-aware converational AI agents, enab...
https://decagon.ai/
Private
Reimagine your customer service with AI agents.
San Franscisco, California
2,023
Bain Capital Ventures, Accel, a16z, Bond Capital
Growth
Decagon offers a comprehensive AI agent platform that includes five features, a Core AI Agent, Routing, Agent Assist, a Dashboard, and a QA Interface. Core AI Agent: This is the brain that handles all Enterprise logic via email, voice, and chat channels. Routing: The routing intelligently routes and escalates inquiries...
Inefficient,inconsistent and unscalable customer support systems which lead to long response times, high operational costs, and low customer satisfaction.
Autonomous AI agent platform that handles inquires across multiple channels, providing consistent, timely, and cost-efficient customer support.
Improve customer satisfaction and streamline operations with fast, reliable support- cutting costs while freeing up human agents to handle more complex tasks.
Decagon operates on a B2B subscription model. The compant offers a free trial of the product, which then allows enterprises to continue with the subscription plan if they are satisfied with the product.
Decagon utilizes generative AI and natural language processing to understand and respond to customer inquiries. To ensure consistency and accuracy with responses, the system incorporates Agent Operating Procedures (AOPs). Additionally, the tech stack includes proprietary AI models, integration with CRM systems, and an ...
Decagon is reshaping customer service through fully autonomous, context-aware AI agents that can execute multi-step workflows across communication channels and business operations. The driving force behind Decagon’s success is its product and core idea: reimagining the role of AI in the enterprise by designing agents t...
/content/drive/MyDrive/engin183profiles/AIML Profile/serafinnina_5660605_91426319_Spring2025_BusinessProfileFormat.Decagon.docx
AIML Profile
null
100
Series B
N/A (Private company)
N/A
null
null
5
5
4
4
3
4
3
4
4
5
5
5
Arize AI is a leading company in AI observability and ML model monitoring. The platform is built to help the data science and engineering teams monitor and improve ML models. By providing real-time insights into model performance, Arize enables users to catch issues early on and assess problems quickly. The company’s p...
https://arize.com/
Private
“We make AI work”
Berkeley, CA
2,020
Adams Street Partners, M12 (Microsoft's venture fund), Sinewave Ventures, OMERS Ventures, Datadog, PagerDuty, Industry Ventures, Archerman Capital
Growth
Arize AI offers a suite of products and services designed to enhance AI observability and model performance. Their main offering is the Arize AI platform, which includes tools for real time monitoring, troubleshooting, and ML model evaluations. Key features of the platform include model performance tracking, bias detec...
AI and ML models are often deployed without proper observability, leading to performance issues and lack of transparency. Can lead to inefficient that address problems in real time
They offer a comprehensive platform for AI. Their platform provide real time insights.
Ariza AI offers tools for monitoring, debugging, and improving AI models to ensure transparency, trust, and performance at scale.
They follow a subscription based business model. They offer a platform for monitoring and improving AI model performances, and their model typically includes different tiers depending on scale and usage needs of the organization. Metrics often include Monthly Active Users, RPU, expansion revenue, and revenue per user.
Arize AI’s tech stack is a combination of modern machine learning, data engineering, and cloud technololgies to provide an observability platform for AI models. They integrate popular ML frameworks to allow for model tracking and performance monitoring. They use cloud technologies for scalability and handling large AI ...
Arize AI has carved a niche in the growing field of AI by providing innovative solutions that allow businesses to monitor, debug, and optimize their AI models in real time. Their platform addresses the critical challenge of ensuring that AI systems perform as expected. The company’s success can be attributed to its str...
/content/drive/MyDrive/engin183profiles/AIML Profile/shahpiya_5664667_91409620_Spring2025_BusinessProfileFormat_AI.docx
AIML Profile
null
70
Series C
N/A (Private company)
null
null
null
5
5
5
4
3
4
4
5
4
5
4
5
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