AI capability control room

Visible intelligence, explicit guardrails

Every AI label maps to a working capability, provider status, deterministic fallback and a rule describing what the model is not allowed to decide.

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Capability register

What is genuinely AI enabled

ai enhanced

AI enhanced object understanding

Suggest object type, period, region, materials, visible marks and research queries from auction imagery.

Local deterministic engine

Guardrail: Hypotheses are capped, source-labelled and never authenticate an object.

Fallback: Deterministic category, mark, exact-object and source research remain available.

ai enhanced

AI enhanced signature and mark interpretation

Classify isolated marks, propose cautious transcription alternatives and generate search queries.

Local deterministic engine

Guardrail: The model must return unreadable when uncertain and cannot create a verified identity.

Fallback: Local mark detection, cleanup, descriptor matching and source trust scoring still run.

ai assisted

AI assisted evidence synthesis

Summarize agreement, contradictions, missing evidence and next research actions from retrieved records.

Local deterministic engine

Guardrail: Only supplied evidence may be used. Every claim retains its source reference.

Fallback: Rule-based certainty, contradiction and readiness engines remain authoritative.

ai driven guarded

AI driven query expansion

Generate multilingual and alias-aware search queries for marks, objects, provenance and prior sales.

Local deterministic engine

Guardrail: Queries are bounded, sanitized and treated as discovery instructions only.

Fallback: Structured product playbooks provide deterministic queries when AI is unavailable.

ai assisted

AI assisted forensic explanation

Translate numeric signature-forensics outputs into a clear expert-review brief.

Local deterministic engine

Guardrail: The model cannot change the forensic verdict or call a signature genuine or forged.

Fallback: The native forensic result and its raw metrics remain visible.

ai assisted

AI assisted human review

Prepare a concise evidence brief for the human-in-the-loop queue.

Local deterministic engine

Guardrail: Final decisions and training eligibility remain human controlled.

Fallback: The review queue works without AI.

Telemetry

Recent model activity

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