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Brightwave vs Hebbia

A side-by-side comparison of Brightwave and Hebbia, two Finance tools, drawn from Ignaite's continuously-verified listings.

Compared from listings verified as of

Brightwave

Finance

AI agents that build analyst-grade financial research from filings, calls, and your dataroom.

View Brightwave

Hebbia

Finance

Enterprise AI that analyzes vast document sets for finance and law.

View Hebbia

At a glance

Feature comparison of Brightwave and Hebbia
AttributeBrightwaveHebbia
CategoryFinanceFinance
PricingPAIDPAID
LicenseProprietaryProprietary
DeploymentCloudCloud
PlatformsWebWeb
Model support (differs)—Multi-model
Vendor (differs)BrightwaveHebbia

The honest brief

Brightwave

Goes beyond Q&A chat to assemble living, analyst-grade research memos across filings, transcripts, and your own dataroom — every claim cited.

  • Living research docs, not one-off answers
  • Synthesizes filings, transcripts, calls, memos
  • Citations on outputs; no-hallucination focus
  • Microsoft Office + browser integrations
  • No public pricing (enterprise sales)
  • No free tier
  • Finance-specific, not general research

Hebbia

Matrix answers each query as a traceable spreadsheet grid via an agent swarm over millions of docs, not one RAG pass.

  • Spreadsheet-grid answers across docs
  • Citation-first, source traceability
  • Handles millions of documents
  • SOC 2 / ISO 27001, no data training
  • No public pricing, sales-only
  • Heavy enterprise onboarding
  • Overbuilt for small teams
  • Answers a fixed doc set, takes no actions
Brightwave detailsHebbia detailsAll Finance apps