Two stages, different decisions
The creator describes sheet triage followed by item-level classification for the bill of materials. The run used hundreds of typed questions across dozens of calls, rather than one free-form answer.
Supporting documentation (opens in a new tab)Discipline before the model call
Follow-ups describe typed checks for discipline, BOM presence, item category, and whether an item is procurable. Text-versus-vision routing is treated as an explicit pipeline choice.
Supporting documentation (opens in a new tab)What remains author-reported
The 26-sheet result, agreement, cost, and timing were not reproduced. The dataset, accepted labels, edge cases, and runtime remain unverified.
Supporting documentation (opens in a new tab)