ChatGPT Enterprise vs Hebbia: Complete Comparison (2026)
An in-depth comparison of ChatGPT Enterprise and Hebbia to help you choose the right tool for your business.
Last updated: November 2026
ChatGPT Enterprise
7.3/10
OpenAI's top workplace tier of ChatGPT, adding agentic work, coding, company knowledge search, and enterprise security and governance controls for large organizations.
Hebbia
6.6/10
Enterprise AI platform that analyzes large sets of financial and legal documents in a spreadsheet-style Matrix workspace, built for investors, bankers, lawyers, and consultants.
Feature-by-Feature Comparison
| Feature | C ChatGPT Enterprise | |
|---|---|---|
| Scores | ||
| Overall Rating | 7.3/10 | 6.6/10 |
| Integration | 8/10 | 8/10 |
| Analytics | 7/10 | 7/10 |
| Customization | 7/10 | 7/10 |
| Ease of Use | 8/10 | 6/10 |
| Support | 7/10 | 7/10 |
| Cost | 3/10 | 2/10 |
| Scalability | 9/10 | 8/10 |
| Security | 9/10 | 9/10 |
| Output Quality | 9/10 | 8/10 |
| Pricing | ||
| Free plan | No | No |
| Cheapest paid plan | Contact for pricing | Contact for pricing |
| Estimated cost for 10 users | Contact for pricing | Contact for pricing |
| Features | ||
| AI Agents | ||
| Data Analysis | ||
| Enterprise Controls | ||
| Knowledge Base Search | ||
| Text Generation | ||
| API Access | Not listed | |
| Chatbots | Not listed | |
| Code Generation | Not listed | |
| Image Generation | Not listed | |
| Private Deployment | Not listed | |
| Voice and Audio | Not listed | |
| Workflow Automation | Not listed | |
Which One Should You Choose?
CWhy choose ChatGPT Enterprise
- Higher Ease of Use score (8/10 vs 6/10)
- Higher Cost score (3/10 vs 2/10)
- Better fit for mid-market (6/10 vs 3/10)
Why choose Hebbia
- Better fit for financial services (10/10 vs 7/10)
Pros & Cons
CChatGPT Enterprise
Pros
- The enterprise governance set goes well beyond the Business plan, including SCIM, custom RBAC, customer-managed encryption keys on AWS, GCP, or Azure, and a compliance logs API.
- Data residency across multiple regions and HIPAA BAA eligibility make the plan usable in regulated industries.
- One seat bundles chat, deep research, image generation, voice, the ChatGPT Work agent, and Codex, so teams don't need separate AI tools for each task.
- Admins can set monthly per-user credit limits, overage caps, and alerts to govern agent and Codex spending.
- Connectors for Microsoft 365, Google Drive, Slack, and GitHub let company knowledge search answer questions from internal data.
Cons
- There is no public pricing. Per-seat figures come only from third-party estimates, and contracts are negotiated case by case.
- Usage-based charges for Work and Codex, with multipliers for long context, fast mode, and regional processing, make total cost hard to predict.
- The reported 150-seat minimum and annual commitment exclude smaller teams.
- Compliance logs for Work keep prompts for only 30 days and are not a full audit trail of tool calls, so a separate SIEM export is needed for longer retention.
- PeerSpot reviewers report context limits on very long documents and want finer per-team control over tone and response constraints.
Hebbia
Pros
- The Matrix grid applies the same questions across thousands of documents and links every answer to its source, which suits diligence work.
- It has deep finance data integrations, including FactSet, Capital IQ, PitchBook, Preqin, and SEC and international filings.
- Its security record is strong, with SOC 2 Type 2, ISO 27001, and ISO 42001, plus US and EU regional processing and dedicated tenants.
- It is proven at large firms such as Morgan Stanley, MetLife, and Latham & Watkins.
Cons
- There is no public pricing, and users describe it as very expensive; seats are estimated at about 10,000 USD per year.
- There is no free trial or self-serve option, so you must book a demo to evaluate it.
- Users report accuracy gaps that still require checking answers against the source files.
- Some users found the drive and Excel integrations immature.
Not sold on either?
Frequently Asked Questions
ChatGPT Enterprise scores higher on our AI Software criteria: 7.3/10 against 6.6/10 for Hebbia. The largest gap is in Ease of Use: 8/10 for ChatGPT Enterprise and 6/10 for Hebbia.
No, neither ChatGPT Enterprise nor Hebbia lists a free plan.
Hebbia is the better fit for financial services: we rate it 10/10 for them, against 7/10 for ChatGPT Enterprise.
