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
| Attribute | Hebbia | V7 Go |
|---|---|---|
| Category (differs) | Finance | Data Ops |
| Pricing | PAID | PAID |
| License | Proprietary | Proprietary |
| Deployment | Cloud | Cloud |
| Platforms (differs) | Web | Web, API |
| Model support | Multi-model | Multi-model |
| Vendor (differs) | Hebbia | V7 Labs |
| Capabilities (differs) |
|
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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
When to pick which
Both cover Cited answers and Structured extraction.
Pick Hebbia if you need Trigger-action automation, Chat with documents, and Financial research.
- Trigger-action automation (secondary capability)
- Chat with documents (primary capability)
- Financial research (secondary capability)
Pick V7 Go if you need Workflow orchestration, Document parsing (structured), and Report generation.
- Workflow orchestration (primary capability)
- Document parsing (structured) (primary capability)
- Report generation (secondary capability)
They share capabilities, but each leads with different ones as a headline job:
Hebbia is built around Cited answers.
- Cited answers (primary capability)
V7 Go is built around Structured extraction.
- Structured extraction (primary capability)
They also differ on:
- Platforms
- Web · Web, API