Treat vision as a documented triage layer inside the existing quality system, with controlled capture, defect definitions, group-level evaluation, human release authority, and audited misses.
AI can organize comparable sales and expose a price range, but the answer depends on exact identity, authenticity, condition, date, market, fees, liquidity, and the purpose of the valuation.
A fair test must freeze the brief, hide authorship, preserve source facts, separate quality dimensions, count editing labor, and publish failures. Our current result is a synthetic protocol fixture, not a reader study.
A defensible forecast needs a traceable claim, archived source, observation window, transformation, baseline, uncertainty, counterevidence, owner, and expiration date—not a confident trend label.
A color forecast can organize evidence and scenarios, but it must preserve source lineage, measurement conditions, material context, device profiles, uncertainty, counterevidence, and expert review.