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
FinanceAI agents that build analyst-grade financial research from filings, calls, and your dataroom.
View BrightwaveAt a glance
| Attribute | Brightwave | Hebbia |
|---|---|---|
| Category | Finance | Finance |
| Pricing | PAID | PAID |
| License | Proprietary | Proprietary |
| Deployment | Cloud | Cloud |
| Platforms | Web | Web |
| Model support (differs) | — | Multi-model |
| Vendor (differs) | Brightwave | Hebbia |
| Capabilities (differs) |
|
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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
When to pick which
Both cover Cited answers and Financial research.
Pick Brightwave if you need Multi-agent orchestration and Report generation.
- Multi-agent orchestration (primary capability)
- Report generation (secondary capability)
Pick Hebbia if you need Trigger-action automation, Chat with documents, and Structured extraction.
- Trigger-action automation (secondary capability)
- Chat with documents (primary capability)
- Structured extraction (secondary capability)
They share capabilities, but each leads with different ones as a headline job:
Brightwave is built around Financial research.
- Financial research (primary capability)
Hebbia is built around Cited answers.
- Cited answers (primary capability)