Hebbia
Matrix: AI agents that read millions of documents for finance and legal teams.
About
Hebbia's Matrix is an AI platform where analysts run agents over huge document sets — filings, data rooms, contracts, transcripts — and get structured, citation-backed answers in a spreadsheet-like grid.
It is used across investment banking, private equity, and asset management for M&A diligence, investment research, and memo drafting, with integrations into FactSet, PitchBook, and Snowflake. The company has raised over $160M and integrated OpenAI models into Matrix. Pricing is enterprise-only and unpublished (third parties report several thousand dollars per user per year), so this is institutional software, not a retail tool.
What it can do
- Multi-agent document analysis at scale
- Natural-language queries with source citations
- Spreadsheet-style Matrix interface
- M&A diligence and investment research workflows
- Integrations with FactSet, PitchBook, Snowflake
- SOC 2 Type II, no training on customer data
Setup
- Contact Hebbia sales for an enterprise evaluation.
- Upload or connect your document corpus.
- Define analysis prompts as columns in the Matrix grid.
- Run agents across the document set and review cited answers.
- Export structured results into memos and models.
Prerequisites
An enterprise Hebbia contract; large document sets to analyze.
Use cases
Works with
Trust score — 7/10
Scored 7/10 (metrics tier, metrics-v1). Evidence: Raised $160M+ (a16z, Index, GV, Thiel); OpenAI models integrated into Matrix in 2025; Used by large asset managers and investment banks for diligence and research; Enterprise-only pricing, unpublished; closed, cloud-only platform. License: Proprietary enterprise; pricing via sales (third parties report ~$3k-10k/user/yr)..
How the trust score is built
Full methodology →- Adoption · stars/downloads, log-scaled vs peers
- 8.0/10
- Maintenance · recency, releases, issue load
- 8.0/10
- Openness · license + docs
- 3.0/10
- Manual review · sanity read + red-flag check
- 7.0/10
- · Raised $160M+ (a16z, Index, GV, Thiel); OpenAI models integrated into Matrix in 2025
- · Used by large asset managers and investment banks for diligence and research
- · Enterprise-only pricing, unpublished; closed, cloud-only platform
Sources
Every fact above was checked against these sources. Where a claim comes from the provider and couldn't be independently verified, the text says so.