Contextual AI
14 known investors
Contextual AI builds a platform for enterprises to develop AI agents and applications that operate securely on proprietary data. The platform provides a modular, scalable development environment designed for mission-critical and knowledge-intensive enterprise use cases.
Also known as Contextual AI, Inc.
Founders & leadership
Investors Β· 14
Also in the syndicate Β· 3
Funding
SEC filings, press & company announcements$160M disclosed across 2 of 5 rounds Β· 2023β2026
- $80MraisedAug 2024 Β· 3 sourcesSource β
- $80MSeries AAug 2024 Β· 2 sourcesSource β
Source: company announcements and press reports β follow each round's link for the claim.
Company profile
researched Aug 2026Contextual AI is an enterprise software company based in Mountain View, California, founded in 2023 by Douwe Kiela and Amanpreet Singh, both former researchers at Facebook AI Research (FAIR) and Hugging Face. It develops a platform for building specialized Retrieval-Augmented Generation (RAG) agents for enterprise use, with deployments described primarily in the technology, banking, finance, media and professional services sectors (sources 5, 6, 7).
The company positions its product as a "unified context layer" sitting between enterprise data sources and the intelligence layer of models, interfaces and applications. The platform extracts relevant context from enterprise data and passes it to AI models so agents can reason over technical documentation, specifications and institutional knowledge. Advertised capabilities include agentic search, root-cause analysis over device logs, deep research for IP and compliance questions, enterprise knowledge search, task-execution agents that generate requirements traceability matrices, and structured extraction from document sets. Agents can be created through pre-built templates, natural-language prompts, a drag-and-drop UI, or developer APIs, and outputs carry sentence-level citations and visual bounding boxes for verification, alongside natural-language evaluation checks and deterministic workflow steps (sources 0, 1).
At the time of its Series A the company described a turnkey platform for building "RAG 2.0" applications powered by Contextual Language Models (CLMs) trained end-to-end, deployable on the company's SaaS infrastructure or on-premises within a customer environment. The company announced general availability of its enterprise platform for building specialized RAG agents in January 2025 and introduced a Grounded Language Model (GLM) aimed at improving factual accuracy in March 2025 (sources 5, 7).
Founding story
Douwe Kiela worked on foundation models at Microsoft Research, Meta/Facebook AI Research and Hugging Face, and in academia at Cambridge and Stanford, and is described as one of the pioneers of retrieval-augmented generation, which he helped develop at Meta in 2020. He co-founded Contextual AI in 2023 with Amanpreet Singh, a close collaborator at both Meta and Hugging Face who serves as CTO, to bring production-grade AI to enterprises (sources 5, 6, 7).
Business model
Contextual AI sells an enterprise AI platform to large organizations, including multi-year contracts (for example, a multi-year agreement with Qualcomm for a CLM-powered customer engineering application). Deployment options include multi-tenant SaaS, single-tenant SaaS, private VPC environments and on-premises installation within the customer's own environment (sources 0, 1, 5).
Sources describe enterprise contracts for platform deployment, including a multi-year contract with Qualcomm, but do not disclose pricing or specific revenue mechanics (source 5).
Traction
By the August 2024 Series A the company said it had deployed its enterprise AI platform in production with leading Fortune 500 companies roughly a year after launch. Qualcomm signed a multi-year contract for a CLM-powered customer engineering application to be used by customer engineers globally over tens of thousands of technical documents, and HSBC planned to use the platform for AI-assisted knowledge management covering market outlooks, financial news and operational documents. Wikipedia lists 95 employees. The company website cites business benefits of 70% TCO savings, 30 days from concept to production, and more than 10,000 employee hours saved (sources 0, 1, 5, 6, 7).
Latest developments
The company's website highlights Agent Composer as its newest product and positions the platform as a unified context layer for expert AI agents in advanced industries, with SOC 2, HIPAA, GDPR and CCPA compliance, role-based access control, inherited document entitlements at query time and no model training on customer data. Wikipedia records the January 2025 platform general availability and the March 2025 Grounded Language Model release (sources 0, 1, 7).
βΈFull profile β market position, technology, go-to-market, geography, history, risks & controversies
Market position
Contextual AI is listed among generative AI companies and describes itself as offering production-grade, specialized enterprise RAG agents rather than generalist AGI-oriented systems. It was included in Fast Company's list of the most innovative companies in applied AI for 2025 as cited by Wikipedia (sources 5, 6, 7).
The company differentiates on end-to-end trained RAG ("RAG 2.0") and Contextual Language Models rather than assembled off-the-shelf RAG pipelines, on specialization for defined enterprise use cases instead of generalist models, and on verifiability and control features such as sentence-level citations, bounding-box source highlighting, auditable agent reasoning and deterministic workflow steps. It also emphasizes deployment flexibility, including on-premises deployment so customer data need not be sent to external APIs (sources 0, 1, 5).
Technology
The platform is built around Retrieval-Augmented Generation. CEO Douwe Kiela was part of the team at Meta that developed RAG in 2020. The company trains Contextual Language Models (CLMs) using what it calls RAG 2.0, an end-to-end machine-learning approach it contrasts with assembling separate components and prompt engineering. Its stated design tenets are "systems over models" and "specialization over AGI." In March 2025 it introduced a Grounded Language Model intended to improve factual accuracy. Product features include enterprise data connectors for multimodal data, agent orchestration and deterministic workflow steps, sentence-level attribution with bounding boxes, and automated natural-language evaluation (sources 0, 1, 5, 6, 7).
Go-to-market
The company markets directly to enterprises through demo requests on its website and works selectively with companies in the finance, technology and media sectors; HSBC and Qualcomm are named as customers/partners. Series A proceeds were earmarked in part to accelerate go-to-market efforts (sources 0, 1, 5, 6).
Large enterprises and Fortune 500 organizations in advanced or knowledge-intensive industries, including technology, banking and finance, media and professional services, with use cases centered on high-value knowledge workers such as customer engineers, research and compliance teams (sources 0, 1, 5, 6, 7).
Geography
Headquartered in Mountain View, California, United States, per Wikipedia; one press account describes the company as San Francisco-based. Customer deployments are described as global, including Qualcomm customer engineers worldwide (sources 5, 6, 7).
History
Contextual AI was founded in 2023 and emerged from stealth in June 2023 with a $20 million seed round led by Bain Capital Ventures, with participation from Lightspeed Venture Partners, Greycroft, SV Angel and angel investors. In August 2024 it raised an $80 million Series A led by existing investor Greycroft, adding new investors Bezos Expeditions, NVentures (Nvidia), HSBC Ventures and Snowflake Ventures, and appointed Marcie Vu to its board. It announced general availability of its enterprise RAG agent platform in January 2025 and introduced a Grounded Language Model in March 2025. Its current website markets a context-engineering platform and an Agent Composer product (sources 0, 1, 5, 6, 7).
Risks & controversies
No controversies are reported in the available sources. Sources note that building production-grade AI systems at scale, particularly in high-stakes settings with low tolerance for hallucinations, remains a challenge; performance claims such as TCO savings and hours saved are company-stated and not independently verified (sources 0, 1, 5).
Compiled by commissioned research from 8 cited public sources β announcements, filings, and press listed under research sources below.
Key figures
latest reportedCompany-reported or press-reported figures, each dated to when it was claimed β not independently audited.
Competitors Β· 7
by search overlap
Companies competing with Contextual AI for the same Google search keywords, organic and paid, via search-intersection analysis.
Timeline Β· 9
launches, deals, and filingsWikipedia cites a Fast Company list of the most innovative companies in applied AI for 2025 as a reference for Contextual AI's applications.
The company introduced a Grounded Language Model intended to improve factual accuracy in enterprise AI applications.
The company website features Agent Composer as its newest product announcement.
Contextual AI announced general availability of its enterprise platform for building specialized RAG agents.
The company announced an $80 million Series A to scale operations, accelerate go-to-market and meet enterprise demand. The round was led by existing investor Greycroft with participation from Bain Capital Ventures, Lightspeed, Lip-Bu Tan, Conviction/Sarah Guo and Recall Capital, plus new investors Bezos Expeditions, NVentures (Nvidia), HSBC Ventures and Snowflake Ventures.
$80M source β
Greycroft partner Marcie Vu was added to Contextual AI's board in conjunction with the Series A.
HSBC announced plans to use Contextual AI to retrieve and synthesize market outlooks, financial news and operational documents for research insights and process guidance.
Qualcomm signed a multi-year contract to deploy a CLM-powered customer engineering application, to be used by customer engineers globally across tens of thousands of technical documents.
Contextual AI emerged from stealth in June 2023, announcing a $20 million seed round led by Bain Capital Ventures with participation from Lightspeed Venture Partners, Greycroft, SV Angel and several angel investors.
$20M source β
Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.
In the news
βΈResearch sources Β· 8
primary sources listed
- Contextual AIcontextual.ai Β· web
8 public sources were cited for this profile; the first-party ones are listed here.
Frequently asked questions
- What does Contextual AI do?
- Enterprise platform for building specialized RAG-based AI agents that reason over proprietary technical documents and data.
- Who founded Contextual AI?
- Contextual AI was founded by Douwe Kiela, Amanpreet Singh.
- Who are Contextual AI's investors?
- Contextual AI's investors include Bain Capital Ventures, Greycroft, Snowflake Ventures, SV Angel, Air Street Capital, Invariantes Fund, Recall Capital, Solari Capital and 3 more.
- How much funding has Contextual AI raised?
- Contextual AI has disclosed $160M raised across 2 of its 5 known rounds.