Manager attention allocation experiment lab

Test where manager involvement produces useful results

Confirm the buyer's problem and scope, collect voluntary task diaries and approved team objectives, then follow this sequence: 1. Map recurring managerial effort. 2. Compare intervention experiments. 3. Track agreed team outcomes. Resolve uncertain cases with qualified reviewers, approve team-reviewed attention reallocation plan, and measure manager hours released and agreed delivery outcomes minus coordination 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. Voluntary aggregate inputs; no covert employee monitoring. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Confirm owners, decisions and commitments. Keep employee discussion notes access-controlled and avoid covert individual performance inference. Voluntary aggregate inputs; no covert employee monitoring. 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: Voluntary aggregate inputs; no covert employee monitoring. Implement one approved input format, a bounded representative case set and the first two task modules: map recurring managerial effort; compare intervention experiments. Support the third module with operator review: track agreed team outcomes. 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

Team updates, calendars, project records and agreed management routines. Read-only operational exports, calendars and finance or inventory records as relevant. Start with plan exports and retain human approval for execution. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Constraint and input setup, Scenario comparison, Decision and pilot tracker. Place editable drivers and constraints beside a clearly labeled scenario output. Include a baseline view, comparison chart or schedule, and an assumptions history. Let users trace a proposed quantity or date back to its inputs. Keep forecasts distinct from actual results. Make the task-specific outcome team-reviewed attention reallocation plan visible beside its evidence, review state and value baseline.