Building an AI-assisted Receipt Reader that Doesn't Guess

Building AI-assisted receipt extraction for a vehicle maintenance app revealed that valid JSON output doesn't mean correct output. A glass shop receipt exposed how AI can confidently infer wrong conclusions from context clues. The real work was a seven-line prompt rule, a VIN cross-check, and an interface where AI only proposes — the owner always decides.