Lease
Lease end
2030
Private preview
Comparison
RAIVA vs. Hebbia
From document collections to a reviewable result. Compare Hebbia’s Matrix and Max with RAIVA’s documented evidence principles using the same source material.
In brief
Hebbia is more than a document chatbot: Matrix organizes analyses, while Max presents financial work products. Evaluate both product scope and traceability without assuming identical access or functionality.
RAIVA is an evidence-based AI platform for company knowledge. The RAIVA descriptions cover documented product principles, not verified production availability. Confirm functions, integrations and access in a demo. Virtual Employees remain a future vision.
Illustrative evaluation scenario
Lindenhof: one lease, two versions
A lease states a fixed end in 2030. A 2nd amendment extends it to 2033 but is signed by the tenant only. A third file cannot be read. Ask each provider to show the relevant passages, the conflict, the unread file and the documents actually examined. No provider response is simulated here.
Six questions for your demoLindenhofIllustrative evaluation scenario
2nd amendment
Lease end
2033
Unreadable file—
Two passages. One conflict. An open review.
Compare the work that matters
Six questions for your demo| Criterion |  RAIVADocumented product principles | HHebbiaMatrix / Max |
|---|---|---|
| Typical tasks | Company knowledge and document-based decisions. [1] | Matrix: document analysis. Max: deal and finance work. [4] [5] |
| Company sources | Connect information within defined workspaces; confirm each integration. [1] | Matrix uses document sets; Max presents connected financial sources. [4] [5] |
| Sources and verification | Check whether a passage supports the claim; keep gaps visible. [1] | Matrix shows source documents; Max advertises cell-level model citations. [4] [5] |
| Research scope | Separate supporting evidence from completeness of review. [1] | Compare many documents; verify omissions and failed processing. [4] [5] |
| Structured results | Traceable results with sources and review steps. [1] | Matrix tables; Max financial models, decks and dashboards. [4] [5] |
| Collaboration | Human review within defined workspaces; confirm sharing behavior. [1] | Max describes shareable presentations; confirm review handoffs. [5] |
| Permissions | Work within access rights; verify enforcement in your scenario. [1] | Confirm access inheritance and revocation for each source. [4] [5] |
| Implementation effort | Agree sources, responsibilities and acceptance criteria; effort remains open. [1] | Confirm Matrix/Max access, data licenses and workflow setup. [4] [5] |
Which approach fits your work?
Put Hebbia on your shortlist for repeated document comparisons and finance-oriented analysis. Have the provider demonstrate which parts use Matrix, Max and separately licensed data.
Compare approachesEvaluate RAIVA when your team must justify a company-specific decision through passages, review scope and traceable steps. Ask for proof using your acceptance criteria.
Request a demoSix questions for your demo
Take these questions into every provider conversation. Use the same documents and acceptance criteria.
Can I open the exact passage behind each material claim?
Which documents were searched, omitted or unreadable?
How are conflicting versions and missing evidence shown?
Can a reviewer reconstruct the inputs and steps behind an export?
What happens after source access is revoked, including in shared results?
Which edition, sources, limits, costs and setup steps does this workflow require?
Sources and scope
An editorial comparison of official documentation, not a hands-on product test or ranking. A source reference alone proves neither a claim nor a complete review. Undocumented behavior remains open; editions, configuration and rollout can change availability.
Checked:
Next step
Bring your question. Examine the evidence.
Use the contact form to request a demo with your task, source systems and review requirements. Availability, setup effort and commercial terms must be clarified individually.