What Hebbia Matrix does
Hebbia Matrix is an enterprise AI workspace that decomposes research tasks, analyzes documents in a grid, and returns editable outputs with source citations.
Hebbia Matrix applies agents to document-heavy professional work in a spreadsheet-like interface. It can break complex requests into repeatable columns, process text, tables, charts, images, emails, filings, and decks, and expose citations for each step. Teams in finance, legal, consulting, and corporate functions can turn familiar review methods into reusable workflows instead of asking isolated chat questions.
Hebbia does not publish a standard price card. Enterprise quotes may depend on users, document and token volume, models, integrations, public data libraries, onboarding, support, security requirements, and contract length. Buyers should define included usage, overages, export, environments, data region, retention, deletion, service levels, professional services, and whether licensed third-party datasets require separate entitlements.
Exhaustive-looking grids can create false confidence. Parsing errors, wrong document versions, duplicated records, ambiguous columns, model inference, and generated calculations can propagate across thousands of cells. Only upload material the organization may process, separate client matters and information barriers, minimize confidential data, test permission inheritance, inspect original pages and formulas, sample every workflow for hallucinations, and require qualified professionals to approve conclusions.
How Hebbia Matrix works
A user selects uploaded or integrated documents and describes a research process. Matrix decomposes the task into steps and columns, routes work across text or vision models, runs analysis over many documents in parallel, and displays extracted or generated results in a grid where users can inspect citations, edit prompts, refine cells, and export reviewed work.
Select controlled professional evidence
Users assemble licensed, current, matter-separated documents and preserve page provenance, versions, retention, and access. Confidential client, personal, and restricted third-party data require explicit approval.
Turn a process into Matrix columns
Matrix Agent breaks a research request into repeatable steps and routes work across text or vision models. Users refine prompts, expected formats, citations, and missing-evidence behavior before scaling.
Run and inspect document-level work
Agents parse and analyze many files in parallel, placing extractions and synthesis into a grid. Reviewers sample cells, open original pages, verify figures and units, and investigate conflicts, exceptions, and hallucinations.
Export only reviewed conclusions
Qualified professionals record assumptions, corrections, evidence limits, and sign-off before using outputs in diligence, legal work, or decisions. Projects, exports, models, and deletion remain governed.
How to set up Hebbia Matrix
Choose a bounded professional workflow
Document the decision, authorized corpus, expected fields, governing law or policy, reviewers, acceptable error, confidentiality, and output that still needs human judgment.
Prepare controlled source data
Confirm licenses and client permission, remove duplicates and obsolete versions, separate matters, redact unnecessary PII, and preserve page-level provenance and retention rules.
Build the Matrix
Select documents, describe the process, review decomposed columns, make prompts explicit, define output formats, and include citations and abstention when evidence is missing.
Validate at cell and corpus level
Compare samples to original pages, verify numbers and units, inspect exceptions, conflicts and negative evidence, and test whether prompts generalize beyond the pilot.
Publish under professional review
Restrict projects and exports, record assumptions and reviewer sign-off, label AI-assisted material, monitor model or workflow changes, and delete sources on schedule.
Hebbia Matrix FAQs
How much does Hebbia Matrix cost?
Hebbia uses custom enterprise pricing. Users, document volume, integrations, models, data libraries, onboarding, controls, support, and contract terms can affect price.
What document types can Matrix analyze?
Hebbia describes multimodal analysis across documents including text, tables, charts, images, emails, filings, and presentations; validate each format and language in a pilot.
Do citations make every cell correct?
No. Citations improve traceability, but parsing, source selection, calculation, interpretation, and generated wording still require checking against original documents.
Can confidential client documents be uploaded?
Only with appropriate rights, contract terms, information barriers, access controls, retention, and approved model handling. Minimize data and test matter separation first.
Does Matrix replace analysts or lawyers?
No. It accelerates extraction and synthesis, while qualified people remain responsible for sources, methods, exceptions, professional judgment, and final advice.
Listing reviewed 2026-07-15. Product details and pricing can change; verify important terms on the provider's website.
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