Product migration friction experiment lab

Reduce avoidable customer disruption during approved transitions

Confirm the buyer's problem and scope, collect consented workflow studies and approved migration options, then follow this sequence: 1. Map disrupted tasks. 2. Prototype transition aids. 3. Test completion on representative cases. Resolve uncertain cases with qualified reviewers, approve researcher-reviewed migration improvement plan, and measure successful migrated tasks and support cost change minus implementation 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. No automatic migration or deletion; users approve changes. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Use consented research and preserve contradictory evidence. Separate observed user behavior, proposed explanations and untested product assumptions. No automatic migration or deletion; users approve changes. 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: No automatic migration or deletion; users approve changes. Implement one approved input format, a bounded representative case set and the first two task modules: map disrupted tasks; prototype transition aids. Support the third module with operator review: test completion on representative cases. 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

Product feedback, authorized interviews, usage exports and requirement records. Permitted research libraries, interview recording imports, citation exports and document editors. Preserve original source metadata throughout the workflow. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Research question and consent, Evidence comparison, Reviewed findings and experiment. Organize work by research question. Show a source library, an evidence matrix and a draft findings panel with linked quotations. Keep contradictory findings and unanswered questions visible. Allow reviewers to inspect the original context before accepting an interpretation. Make the task-specific outcome researcher-reviewed migration improvement plan visible beside its evidence, review state and value baseline.