FAI performance should be measured with a balanced set of cycle-time, quality, documentation, review, and change-impact KPIs. Speed alone is a weak measure; in AS9102 and regulated environments, traceability, completeness, and controlled disposition matter as much as throughput.

Yes. AI can be used to support aerospace inspection planning, but it does not remove requirements for approved inspection criteria, traceability, change control, validation, customer flow-downs, or human accountability. Constraints depend on the part, program, quality system, data controls, and how the AI output is used.

Nonconformances found during FAI should be controlled through the normal nonconforming material and quality system process, not informally corrected to make the FAIR pass. The FAIR should reflect the actual result, with disposition, approvals, corrective action, and any required partial or full FAI rerun handled under contract and QMS controls.

Usually no. If process limits, recipes, inspection thresholds, or other controlled parameters are part of a qualified or validated state, AI should not change them autonomously without going through the required change control and, where applicable, re-qualification or re-validation. The exact boundary depends on your process, product risk, customer requirements, and how the system is configured and governed.

The most useful compliance KPIs in aerospace are the ones that show whether required controls actually work in production, quality, and supplier flows. Focus on traceability completeness, nonconformance closure discipline, training currency, document/version adherence, FAI execution, and audit evidence readiness. KPI value depends heavily on data quality, system integration, and disciplined change control.

Realistic AI use of AS9102 data today is less about autonomous decisions and more about search, pattern detection, and assistive analytics around characteristics, nonconformances, and inspection history. Value depends heavily on how structured, complete, and accessible your AS9102 data is across legacy systems, and must respect validation, ITAR/export and change-control constraints.