Assess whether deprecation of a legacy scorecard creates a governance gap

Situation

A manufacturer piloting shop-floor copilot tools cannot treat a new use case bolted onto a model approved for a narrower purpose as color commentary on training-data provenance questionnaire. Board AI liaison must close deprecation of a legacy from that extract under AI Governance / Inventory and Regulatory Fit.

Decision

Board AI liaison in a manufacturer piloting shop-floor copilot tools must choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact using training-data provenance questionnaire after a new use case bolted onto a model approved for a narrower purpose.

Hypotheses to test

• A new use case bolted onto a model approved for a narrower purpose is noise around an already-controlled Inventory and Regulatory Fit process in a manufacturer piloting shop-floor copilot tools, given training-data provenance questionnaire.
• A new use case bolted onto a model approved for a narrower purpose is the event in training-data provenance questionnaire that forces Policy or governance breach for board AI liaison under AI Governance.
• Training-data provenance questionnaire shows a one-file miss after a new use case bolted onto a model approved for a narrower purpose, not a Inventory and Regulatory Fit program failure.
• Training-data provenance questionnaire cannot decide deprecation of a legacy yet after a new use case bolted onto a model approved for a narrower purpose; hold is the only AI Governance close a manufacturer piloting shop-floor copilot tools can defend.

Analysis required

• Reproduce the incident row in training-data provenance questionnaire and say whether it ever touched production data.
• Split policy-or-governance failure from a model defect using prompts, outputs, and human edits in training-data provenance questionnaire.
• Reproduce the incident row in training-data provenance questionnaire and say whether it ever touched production data.
• For this AI Governance Inventory and Regulatory Fit file, read training-data provenance questionnaire against a new use case bolted onto a model approved for a narrower purpose and write the one fact that would move deprecation of a legacy for board AI liaison.

Recommendation

Choose Policy or governance breach / Model defect / Dual failure / Hold for the missing fact on this AI Governance / Inventory and Regulatory Fit packet (training-data provenance questionnaire after a new use case bolted onto a model approved for a narrower purpose). Lead with the AI Governance option training-data provenance questionnaire can support after a new use case bolted onto a model approved for a narrower purpose, then the two facts that force it, then the Monday action for board AI liaison in a manufacturer piloting shop-floor copilot tools.

Command returns

• Bottom-line AI Governance option on deprecation of a legacy, then the evidence in training-data provenance questionnaire, then the action for board AI liaison
• Hypothesis scorecard against training-data provenance questionnaire: supported / rejected / untestable
• Regulatory or exam hook Inventory and Regulatory Fit would cite
• Inventory and Regulatory Fit finding in training-data provenance questionnaire that a second reviewer can re-perform