Exhibition visitor-path experiment lab

Test visitor-flow improvements before moving exhibits

Confirm the buyer's problem and scope, collect venue geometry and voluntarily collected aggregate counts, then follow this sequence: 1. Model declared visitor routes. 2. Simulate alternative placements. 3. Compare dwell and queue assumptions. Resolve uncertain cases with qualified reviewers, approve curator-reviewed layout experiment plan, and measure observed queue reduction and exhibit engagement minus reconfiguration cost against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One room; planning simulation only; no crowd safety certification. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Protect supplied asset rights, client approvals and product fidelity. Do not reuse private client assets across accounts. One room; planning simulation only; no crowd safety certification. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One room; planning simulation only; no crowd safety certification. Implement one approved input format, a bounded representative case set and the first two task modules: model declared visitor routes; simulate alternative placements. Support the third module with operator review: compare dwell and queue assumptions. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Existing artwork, campaign systems and client approval processes. Learning portals, calendar scheduling and authorized session exports. Make recording, sharing and retention controls explicit in the product. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Scenario designer, Interactive replay, Evidence and debrief. Use a scenario catalog with clear goals and difficulty settings. The main session area supports text, optional voice and visible context. Follow it with a replay or decision map, annotated feedback and a next-practice plan. Facilitators can author scenarios and review participant-selected sessions. Make the task-specific outcome curator-reviewed layout experiment plan visible beside its evidence, review state and value baseline.