Hebbia vs Rogo
A side-by-side comparison of Hebbia and Rogo, two Finance tools, drawn from Ignaite's continuously-verified listings.
Compared from listings verified as of
At a glance
| Attribute | Hebbia | Rogo |
|---|---|---|
| Category | Finance | Finance |
| Pricing | PAID | PAID |
| License | Proprietary | Proprietary |
| Deployment | Cloud | Cloud |
| Platforms | Web | Web |
| Model support | Multi-model | Multi-model |
| Vendor (differs) | Hebbia | Rogo |
| Capabilities (differs) |
|
|
The honest brief
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
Rogo
Built by ex-bankers for finance; its Felix agent produces auditable, source-attributed Excel models, CIMs, and memos.
- Finance-specific agent (Felix)
- Auditable, source-attributed outputs
- Used at 250+ institutions
- Generates models, memos, and decks
- Sales-led, enterprise-priced
- Web-only
- Narrowly scoped to finance work
When to pick which
Both cover Financial research.
Pick Hebbia if you need Trigger-action automation, Chat with documents, Cited answers, and Structured extraction.
- Trigger-action automation (secondary capability)
- Chat with documents (primary capability)
- Cited answers (primary capability)
- Structured extraction (secondary capability)
Pick Rogo if you need Presentation generation, Report generation, Data analysis / BI, and Financial modeling.
- Presentation generation (secondary capability)
- Report generation (secondary capability)
- Data analysis / BI (primary capability)
- Financial modeling (primary capability)