Hebbia is an AI platform for investors, bankers, lawyers and advisors. Its flagship product, Matrix, is a spreadsheet-style grid: one row per company or document, one column per question. Each cell is filled in by the AI and points to the documents the answer comes from. The tool plugs into regulatory filings, market databases and your storage spaces.
Hebbia has no free plan. The recommended plan to start with: Enterprise contract, by quote. Prices checked on October 20, 2026 on the vendor’s official page.
HebbiaA grid where each cell is a sourced analysisWho it’s for: investment, M&A and credit teams who have to run the same questionnaire across many companies or many documents.
A grid with rows (companies) and columns (research topics). You add a row or a column on the fly. The page’s examples range from sub-sector and balance sheet to governance, management changes and a recommended pitch angle.
Cells are linked to the source documents: 10-Q and 8-K forms, proxy statements, earnings transcripts, investor presentations.
Regulatory filings (SEC, European, UK Companies House, Australia and New Zealand), market data (FactSet, S&P Capital IQ, PitchBook, Preqin, Fitch, ICE Market Data, EMMA), storage (SharePoint, OneDrive, Box, Dropbox, Egnyte, AWS, IntraLinks) and CRM (Salesforce, DealCloud).
Also
The page publishes no prices.
| Plan | Price | Who it’s for |
|---|---|---|
| Enterprise contract Recommended to start | By quote | Investors, banks, firms, large companies |
Ask for the demo on a batch of documents you know. Judge the accuracy of the cells and how easy they are to verify before talking about price.
Your data. Hebbia states that your documents, your prompts and the results are not used to train its models or those of its providers.
What it does less well
Sift five companies in a gridHebbiaThe prompt to copy
Based on the latest published results, give the company’s margin outlook for the current fiscal year, in one sentence, with the reference of the passage. If the information is not in the documents, write “not disclosed”.
In the starter kit for one job.
For agent-based research across broker documents and expert interviews.
For agents that work on your Excel models and your banker files.
For the same review-table principle applied to contracts.
Enterprise contract: by quote. Prices checked on October 20, 2026 on the vendor’s official page.
No: Hebbia has no free plan. Ask for the demo on a batch of documents you know.
Hebbia states that your documents, your prompts and the results are not used to train its models or those of its providers.
AlphaSense: For agent-based research across broker documents and expert interviews. Rogo: For agents that work on your Excel models and your banker files. Harvey: For the same review-table principle applied to contracts.
Page checked on October 20, 2026. Brands are named to identify the tools. No affiliation.