What this matrix compares
Observed public evidence surfaces, maturity pattern, evidence status, source URLs, and company profile links.
Public evidence matrix
AI Infrastructure Public Trust Evidence Matrix 2026
Compare public Trust Center, Security, Privacy, Terms, DPA, Subprocessor, SOC 2 / ISO / HIPAA / GDPR-related public language, AI data usage, and enterprise-readiness evidence surfaces across selected AI infrastructure vendors.
This matrix compares observed public evidence surfaces. It does not rank vendor security, compliance quality, vendor risk, product quality, procurement pressure, or current buying intent.
32 matrix rows
18 benchmark examples
2026-07-09 last checked
Matrix version
v0.1 summary matrix
This first matrix uses the current snapshot data layer. It compares summary evidence surfaces and profile links. A later v0.2 matrix should use field-level columns such as Trust Center, Security page, DPA, Subprocessor page, SOC 2 / ISO-related public language, AI data usage, and enterprise controls after the workbook-derived data layer is generated.
What this matrix does not compare
Security quality, compliance quality, vendor risk, product quality, customer adoption, procurement pressure, or current buying intent.
Horizontal comparison
Selected AI infrastructure public evidence rows
Missing evidence should be read as not observed during review, not absent. Official links are provided for review where available.
| Company | Category role | Maturity pattern | Evidence status | Observed public evidence surfaces | Last checked | Profile | Official source links |
|---|---|---|---|---|---|---|---|
| LangChain | AI evaluation / observability | benchmark evidence mature | Current public baseline | Homepage; Trust Center; Privacy Policy; Terms of Service; status page; enterprise agent platform positioning observed during review. | 2026-07-09 | Profile | |
| Baseten | model deployment / fine-tuning | benchmark evidence mature | Current public baseline | Homepage; Trust Center; Privacy Policy; Terms with DPA annex; SLA; certification or compliance-related public language; careers page observed during review. | 2026-07-09 | Profile | |
| OpenAI | foundation model / model provider | benchmark evidence mature | Current public baseline | Trust Portal; Security & Privacy page; Privacy Policy; Services Agreement; DPA; enterprise privacy/data controls; certification or compliance-related public language; admin controls observed during review. | 2026-07-09 | Profile | |
| Pinecone | AI database / vector data layer | benchmark evidence mature | Current public baseline | Homepage; Security page; security center link; Privacy; Terms; certification or compliance-related public language; SSO/RBAC/CMEK/private endpoints observed during review. | 2026-07-09 | Profile | |
| Langfuse | AI evaluation / observability | benchmark evidence mature | Current public baseline | Security & Compliance overview; certification or compliance-related public language; DPA; subprocessors; data regions; RBAC/SSO/SCIM/audit logs; privacy; terms observed during review. | 2026-07-09 | Profile | |
| Weights & Biases | AI evaluation / observability | benchmark evidence mature | Current public baseline | Homepage; security page; privacy; terms; compliance-ready enterprise statements; certification or compliance-related public language; deployment controls observed during review. | 2026-07-09 | Profile | |
| n8n | AI infrastructure / platform | benchmark evidence mature | Current public baseline | Homepage; Legal hub; Trust Center; Security; privacy; DPA; AI terms; certification or compliance-related public language; enterprise automation positioning observed during review. | 2026-07-09 | Profile | |
| Bland AI | AI infrastructure / platform | benchmark evidence mature | Current public baseline | Homepage; Trust & security portal; Terms; Privacy; DPA; Subprocessors; certification or compliance-related public language; data residency; access controls; regulated-industry positioning observed during review. | 2026-07-09 | Profile | |
| Comet | AI evaluation / observability | benchmark evidence mature | Current public baseline | Homepage; Opik/AI observability; Security & Compliance link; Terms; Privacy; enterprise-grade reliability/security claims; careers observed during review. | 2026-07-09 | Profile | |
| Groq | AI infrastructure / platform | benchmark evidence mature | Current public baseline | Homepage; GroqCloud; Trust Center; Security; Privacy Policy; website terms; GroqCloud terms; Services Agreement; enterprise inquiry; careers observed during review. | 2026-07-09 | Profile | |
| Hugging Face | AI infrastructure / platform | partial public trust surface | Candidate signal | Homepage; privacy; terms; Hub security docs; enterprise plan with SSO, regions, audit logs, resource groups; status observed during review. | 2026-07-09 | Profile | |
| Replicate | model deployment / fine-tuning | partial public trust surface | Candidate signal | Homepage; enterprise page; privacy; terms; enterprise-grade security/compliance claims; DPA availability stated on enterprise page; model API/fine-tuning/custom deployment surfaces observed during review. | 2026-07-09 | Profile | |
| Mistral AI | foundation model / model provider | partial public trust surface | Candidate signal | Homepage; legal center; privacy policy; commercial terms; DPA; trust center referenced by DPA; enterprise/self-hosted/EU cloud/data privacy positioning; compute/inference infrastructure observed during review. | 2026-07-09 | Profile | |
| Not Diamond | model deployment / fine-tuning | partial public trust surface | Candidate signal | Homepage; privacy; legal page; certification or compliance-related public language; ZDR policy statement observed during review. | 2026-07-09 | Profile | |
| Ollama | LLM developer tooling | partial public trust surface | Candidate signal | Homepage; privacy policy; terms; local/offline deployment positioning; no-training and transient cloud processing statements; legal pages current to 2026 observed during review. | 2026-07-09 | Profile | |
| Activeloop | AI database / vector data layer | partial public trust surface | Candidate signal | Homepage; docs; BYOC/BYOM/private deployment/security positioning observed during review. | 2026-07-09 | Profile | |
| Firecrawl | LLM developer tooling | partial public trust surface | Candidate signal | Homepage; privacy policy; terms; security link; certification or compliance-related public language; status page; web data/API infrastructure for agents and LLM applications observed during review. | 2026-07-09 | Profile | |
| Shaped | AI database / vector data layer | partial public trust surface | Candidate signal | Homepage; security docs; certification or compliance-related public language; privacy; terms; careers; real-time context/retrieval/ranking engine observed during review. | 2026-07-09 | Profile | |
| Zilliz Cloud | AI database / vector data layer | partial public trust surface | Candidate signal | Homepage; Trust Center navigation; Zilliz Cloud; Milvus; vector lakebase/vector database positioning; privacy/terms candidate URLs; careers observed during review. | 2026-07-09 | Profile | |
| Cognee | AI database / vector data layer | sparse or gap pattern | Candidate signal | Homepage; docs; GitHub; Cognee Cloud; enterprise tier; privacy policy; US/EU terms; careers; open-source agent memory platform positioning observed during review. | 2026-07-09 | Profile | |
| Evidently AI | AI evaluation / observability | sparse or gap pattern | Candidate signal | Homepage; open-source AI evaluation/observability; privacy; terms; docs/GitHub observed during review. | 2026-07-09 | Profile | |
| Latitude | AI evaluation / observability | sparse or gap pattern | Candidate signal | Likely official site candidate for Latitude AI/evaluation workflow observed during review. | 2026-07-09 | Profile | |
| LiteLLM | AI infrastructure / platform | sparse or gap pattern | Candidate signal | Homepage; docs; AI gateway; enterprise self-hosted/air-gapped, JWT auth, SSO, audit logs; careers observed during review. | 2026-07-09 | Profile | |
| Apify | AI infrastructure / platform | sparse or gap pattern | Candidate signal | Homepage; security; privacy; terms; marketplace/tools for AI and web automation; developer and enterprise automation surface observed during review. | 2026-07-09 | Profile | |
| Weaviate | AI database / vector data layer | benchmark evidence mature | Current public baseline | Homepage; security page; Trust Portal; public Trust Portal launch post; enterprise cloud and deployment controls; privacy page; certification-related public language requiring verification observed during review. | 2026-07-09 | Profile | |
| Modal | AI cloud compute / model execution | benchmark evidence mature | Current public baseline | Homepage; Trust Center; security docs; privacy policy; DPA; subprocessor update feed; certification or compliance-related public language; workload isolation and enterprise security references observed during review. | 2026-07-09 | Profile | |
| Fireworks AI | model serving / inference infrastructure | benchmark evidence mature | Current public baseline | Homepage; Trust Center; security and compliance docs; privacy policy; data security docs; data handling docs; certification-related public language; zero data retention and enterprise inference positioning observed during review. | 2026-07-09 | Profile | |
| Scale AI | AI data infrastructure / model services | benchmark evidence mature | Current public baseline | Homepage; Trust Center; security page; privacy policy; subprocessor page; product terms; certification or compliance-related public language; enterprise and government AI positioning observed during review. | 2026-07-09 | Profile | |
| Anthropic | foundation model / model provider | benchmark evidence mature | Current public baseline | Homepage; Trust Center; privacy policy; DPA and subprocessors via Trust Center resources; certification-related public language; Frontier AI compliance and model documentation; enterprise and government offerings observed during review. | 2026-07-09 | Profile | |
| Cohere | foundation model / model provider | benchmark evidence mature | Current public baseline | Homepage; Trust Center; security page; privacy policy; legal center; enterprise data commitments; certification or compliance-related public language observed during review. | 2026-07-09 | Profile | |
| Supabase | AI data infrastructure / developer data platform | benchmark evidence mature | Current public baseline | Homepage; Trust Center; security page; certification or compliance-related public language; privacy policy; DPA; subprocessor access via Trust Center; certification-related public language; backend/database controls observed during review. | 2026-07-09 | Profile | |
| Vercel | AI app deployment / developer cloud platform | benchmark evidence mature | Current public baseline | Homepage; Security portal; security page; compliance docs; privacy notice; DPA; v0 enterprise addendum; subprocessor references; certification-related public language; AI-product legal/security change candidates observed during review. | 2026-07-09 | Profile |