Hebbia vs Seek AI
A side-by-side comparison of capabilities, autonomy, integrations, and pricing to help you choose.
Short answer: choose Hebbia if you want enterprise ai research agent for finance and legal document analysis (matrix) (Supervised agent, enterprise); choose Seek AI if you want natural-language-to-sql analytics platform (acquired by ibm in 2025) (Copilot, enterprise).
| Hebbia | Seek AI | |
|---|---|---|
| What it is | Enterprise AI research agent for finance and legal document analysis (Matrix) | Natural-language-to-SQL analytics platform (acquired by IBM in 2025) |
| Type | product-with-agents | platform |
| Autonomy | Supervised agent | Copilot |
| Pricing | enterprise | enterprise |
| Best for | enterprise | enterprise |
| Deployment | saas, api | saas, api |
| Modalities | text, api | text, code |
| Models | model-agnostic, gpt, claude, gemini | proprietary |
| Protocols | mcp, rest-api | rest-api |
| Integrations | S&P Capital IQ, FactSet, PitchBook, SharePoint, Box, Snowflake | Snowflake, BigQuery, Slack, IBM watsonx |
| Capabilities | 4 documented | 4 documented |
Hebbia
- +Processes full document sets across premium financial data with step-by-step linked citations, addressing the trust gap in regulated work
- +Model-agnostic with task-based routing, including vision models for charts and slides
- +Strong enterprise traction with demanding named customers
- -Fully opaque, expensive, sales-led pricing that excludes smaller firms
- -Vendor-reported impact and accuracy metrics are not independently audited
Seek AI
- +Lowered the barrier to data access for non-technical users via natural language
- +Domain-specific tuning aimed at accuracy on a company's own schema and terminology
- +Strong validation: notable investors and ultimately an IBM acquisition
- -No longer an independent product; capabilities are being absorbed into IBM watsonx
- -Limited public transparency on models, exact connectors, and accuracy benchmarks
Which should you choose?
Hebbia is enterprise ai research agent for finance and legal document analysis (matrix), best for enterprise. Seek AI is natural-language-to-sql analytics platform (acquired by ibm in 2025), best for enterprise. The right choice depends on the autonomy level you want, your existing integrations, and your budget, all compared above.