| Service model | SaaS (AWS / Azure / GCP) plus on-premise per learn page; single-tenant vs multi-tenant not publicly disclosed | SaaS multitenant · Enterprise-tier options for isolated deployments on request |
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| Data residency | London-based; UK/EU residency plausible but not publicly stated on pages fetched | US (primary) |
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| Tenant isolation | Not publicly disclosed | Logical (row-level org scoping) |
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| Public API | REST APIs, Webhooks, SDKs, Endpoints, Custom Connectors named; specification not publicly disclosed | REST + MCP (Model Context Protocol) tool graph · OpenAPI 3.0 |
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| Runtime governance | Guardian Agents (Sentinel + Operative) · deployment mechanics (SDK / gateway / sidecar / proxy) not publicly documented on marketing pages | Trustworthy Autonomy (public beta 2026-07-07) · Evidence Graph anchor · published evaluation harness · graduated trust ladder |
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| Audit-trail model | Enforce module · “continuous audit trails” · platform-internal · exportable · Holistic AI proprietary logging | Evidence Graph · hash-chained per-event · RFC 3161 external timestamp anchor · SDK-licensable |
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| Bias / fairness testing library | Protect module · automated bias / robustness / efficacy / privacy / transparency testing · NYC LL144 impact-ratio automation · Agentic Red Teaming | Not currently shipped as a competing library — cede this ground honestly. red-team-service (MITRE ATT&CK-anchored) covers outside-in security testing; LLM-specific bias/fairness extension is roadmap. |
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| Conversational LLM surface | Not the primary axis; workflow-embedded UI | APRI (AI-Powered Risk Intelligence) · MCP tool graph · answers cite evidence chain · caller-entitlement scoped |
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| Independent audit services | Yes — Holistic AI operates as an audit firm (Wikipedia DSA audit December 2024, NYC LL144 audits) | No — vCISO Lite is a platform vendor, not an audit firm |
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| Own compliance | Not publicly disclosed on pages fetched | SOC 2 Type II · ISO 27001 (in progress) · runs on itself |
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