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AI Order-to-Production Pipeline (client under NDA)

AI vision reads a manufacturer's scanned sales orders and generates shop-floor cut lists and BOMs in their exact spreadsheet format.


[ WHY_IT_MATTERS ]

Replaces 1-2 hours of manual re-keying per batch, and has caught real data-entry errors in the client's own paperwork on nearly every batch it has processed.

[ OVERVIEW ]

The client is a hardware manufacturer under NDA whose orders arrive as hand-filled, sometimes scanned, sales-order PDFs. The pipeline transcribes each order with Claude vision and generates the two documents the shop floor runs on, a rod-cut list and a components/BOM list, matching the client's own Excel templates exactly and delivering them into the client's Google Drive.

It has been in repeated production use since 2026-07-24, with each multi-day production load verified against the client's own hand-built reference sheets. Along the way it has flagged missing components and misfiled measurements in the source paperwork, which the client has confirmed in writing.

[ BY_THE_NUMBERS ]
  • > Live in production since 2026-07-24
  • > 5+ multi-day production loads verified against client reference sheets
  • > AI transcription at roughly $0.08 per page
[ NEXT_90_DAYS ]
  • → Close out the last per-load template formatting defect
  • → Hosted self-service mode so the client can run loads directly
[ KNOWN_RISKS ]
  • ! Single-client engagement
[ TALK_TO_PHIL ]

QUESTIONS ABOUT AI ORDER-TO-PRODUCTION PIPELINE (CLIENT UNDER NDA)? ASK PHIL DIRECTLY.

// Phil is Will's voice agent. Architecture, pricing, roadmap, licensing — for any product.