Hebbia vs V7 Go
A side-by-side comparison of Hebbia and V7 Go, drawn from Ignaite's continuously-verified listings.
Compared from listings verified as of
At a glance
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
V7 Go
Grounds every extracted field in a clickable citation back to the source doc, so each AI answer is auditable — built for regulated finance/legal review.
- Source-traceable extractions
- Chains GPT/Claude/Gemini per step
- Built for DDQs, memos, terms
- Targets finance/legal/insurance
- Paid-only, enterprise pricing
- Cloud-only, no self-host
- Setup effort for custom workflows
- Overkill for simple extraction