DataStruct AI vs Hebbia
Hebbia focuses on financial services workflows. DataStruct AI delivers similar AI capabilities across 11 industries with GDPR-aligned compliance posture and an open API.
Hebbia has strong adoption in PE/hedge fund workflows and a matrix-style interface that suits financial analysts. DataStruct AI covers more industries with similar AI capabilities and a more open platform.
Where Hebbia wins
Honest about what they do well.
- Strong financial services adoption (private equity, hedge funds)
- Matrix-style query interface popular with research analysts
- Significant funding for engineering and sales
Where DataStruct AI wins
What we built better.
- 11 industry domain packs vs financial-services focus
- GDPR-aligned compliance posture with self-serve data export
- Open API with 112+ endpoints
- Same citation-validated AI architecture
- Customisable extraction templates
Which should you choose?
Choose DataStruct AI when
- You need document AI beyond financial services
- You need GDPR-aligned data handling with self-serve data export
- You need an open API for custom integrations
- You want customisable extraction templates across multiple verticals
Choose Hebbia when
- You're a large hedge fund or PE firm with financial-services-only workflows
- Your team specifically needs the matrix query interface
Feature-by-feature comparison
Platform
| Feature | DataStruct AI | Hebbia |
|---|---|---|
| Industry domain packs | 1-2 (finance) | |
| Multi-tenant architecture | ||
| Custom extraction templates | ||
| Custom rule packs | ||
| API endpoints | 112+ | |
| SSO / OAuth | Roadmap | |
| RBAC with granular permissions | ||
| Mobile-responsive UI |
AI Architecture
| Feature | DataStruct AI | Hebbia |
|---|---|---|
| Citation validation + verification pass | ||
| Citation validation | ||
| Verification pass on AI outputs | ||
| Hierarchical hybrid search | ||
| Claim-level evidence adjudication | Founding Customer workspaces | |
| Multi-document search and extraction |
Compliance & Security
| Feature | DataStruct AI | Hebbia |
|---|---|---|
| GDPR data export (self-serve) | Erasure on request | |
| Encryption at rest (platform-provided) | ||
| Audit log on sensitive actions | ||
| Cookie consent banner | ||
| DPA template available | ||
| Incident response plan documented |
Sales & Onboarding
| Feature | DataStruct AI | Hebbia |
|---|---|---|
| Tailored onboarding + training | ||
| Sample documents loaded for your industry | ||
| Direct support from the founding team |
Comparison based on publicly available information as of 2026. "?" means we have not found public documentation of the capability; it is not a claim that the capability is absent. We strive to be accurate; if anything is wrong, email hello@datastructai.com and we'll fix it.
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