AI opportunities

Reading unstructured explanations attached to exceptions

Extracting meaning from free text that accompanies an exception — a vendor email explaining a short payment, a store manager's note about a till discrepancy — and turning it into structured fields that feed resolution.

Technique

Language understanding with a constrained JSON output schema, so extracted values return to the database cleanly

Open source tool

Any capable LLM API with structured output; no classic equivalent