Dify vs Hebbia: Complete Comparison (2026)
An in-depth comparison of Dify and Hebbia to help you choose the right tool for your business.
Last updated: November 2026
Dify
7.3/10
Open-source platform for building LLM apps, agents, RAG knowledge pipelines and visual AI workflows, available as cloud SaaS or self-hosted.
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 | | |
|---|---|---|
| Scores | ||
| Overall Rating | 7.3/10 | 6.6/10 |
| Analytics | 6/10 | 7/10 |
| Cost | 8/10 | 2/10 |
| Customization | 9/10 | 7/10 |
| Ease of Use | 7/10 | 6/10 |
| Integration | 7/10 | 8/10 |
| Output Quality | 7/10 | 8/10 |
| Scalability | 6/10 | 8/10 |
| Security | 8/10 | 9/10 |
| Support | 6/10 | 7/10 |
| Pricing | ||
| Free plan | Yes | No |
| Cheapest paid plan | $59/mo Professional | Contact for pricing |
| Estimated cost for 10 users | $159/mo Team | Contact for pricing |
| Features | ||
| AI Agents | ||
| Enterprise Controls | ||
| Knowledge Base Search | ||
| Private Deployment | ||
| Text Generation | ||
| API Access | Not listed | |
| Chatbots | Not listed | |
| Data Analysis | Not listed | |
| Workflow Automation | Not listed | |
Dify vs Hebbia cost by team size
| Team size | Dify | Hebbia |
|---|---|---|
| 1 user | FreeSandbox | Contact for pricing |
| 5 users | $159/moTeam | Contact for pricing |
| 10 users | $159/moTeam | Contact for pricing |
| 25 users | $159/moTeam | Contact for pricing |
| 50 users | $159/moTeam | Contact for pricing |
The plan that fits each team size, billed monthly, before add-ons and usage charges. Each cost opens that tool's pricing calculator for the team size.
Which One Should You Choose?
Why choose Dify
- Has a free plan (Hebbia does not)
- Higher Cost score (8/10 vs 2/10)
- Higher Customization score (9/10 vs 7/10)
- Better fit for startups (9/10 vs 1/10)
- Better fit for mid-market (7/10 vs 3/10)
Why choose Hebbia
- Higher Scalability score (8/10 vs 6/10)
- Higher Analytics score (7/10 vs 6/10)
Pros & Cons
Dify
Pros
- The Community Edition is free to self-host with no license fees, so the only costs are infrastructure and model APIs.
- The visual workflow builder lets a team build a RAG support workflow with human handoff in under an hour, according to one review.
- Document ingestion, chunking, embedding and retrieval are handled in a single interface.
- Teams can switch between many model providers per node, including local models via Ollama.
- Apps can be published as web apps, embeds, APIs or MCP tools.
Cons
- Self-hosting needs Docker or Kubernetes skills, and reviewers report scaling problems under heavy workloads.
- Reviewers say Dify has fewer connectors than rivals such as LangFlow.
- Multi-agent orchestration and built-in observability are basic.
- Workflows have no built-in version control, and the canvas can lag on large flows.
- Removing Dify branding from self-hosted apps requires a commercial license.
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
Dify scores higher on our AI Software criteria: 7.3/10 against 6.6/10 for Hebbia. The largest gap is in Cost: 8/10 for Dify and 2/10 for Hebbia.
Dify has a free plan; Hebbia does not list one.
Dify is the better fit for startups: we rate it 9/10 for them, against 1/10 for Hebbia.
