MARK/READY
LIVE (PILOT)A B2B ordering portal for industrial panel shops. These shops order wire markers by sending whatever they happen to have: a photo of a handwritten list, a spreadsheet formatted however that customer formats spreadsheets, sometimes a legal pad. Someone on the distributor side retypes all of it, and one wrong character means a panel gets built with the wrong labels. The app takes the photo; the Claude API reads the handwriting and maps inconsistent spreadsheet columns into a clean order schema.
The part I'm proudest of is not the AI — it's the fallback. When confidence on a parsed part number drops below threshold, the system stops trusting the model and drops to deterministic rules, and the interface says plainly which lines were read by AI and which were not. The people who use this have been burned by software that was confidently wrong, and they'll abandon a tool the first time it costs them a job.