Exception-path handler
Conversational front door for the autonomous pipeline's failures. Eighty seconds from operator click to issued document.
Read the caseOne extraction prompt handles twelve partners. No per-partner parsers. The model generalizes across partners it has seen and flags the ones it hasn't — and the few-shots accumulate without replacement.
Every morning the team scanned partner emails by eye. The terminal code was sometimes labeled, sometimes adjacent to lookalike fields, sometimes on page 3 in fine print. After identifying the shipment, three browser tabs to find the submission record. After-hours notifications waited until morning. The Monday queue was the week's worst.
Six steps from partner email to draft reply. Step 5 is the hard one — the model disambiguates a 4-digit code from neighboring fields that share the same shape.
Scroll triggers the live extraction. Each region Claude reads on the document maps into the structured form on the right.
A second Claude pass scores every field against the source spans. High-confidence results post automatically. Anything ambiguous routes to a human with the reasoning attached.
Each vendor handles what it's best at. Aisyst owns the orchestration layer in between.
Third-party logos are trademarks of their respective owners and appear here only to indicate integration.
Per-partner parsers would have needed maintenance on every format change. Per-partner few-shots accumulate. The model generalizes across what it has seen and flags what it hasn't.
If one partner's rate drops from 85% to 40%, that partner changed their format — new column layout, new template, terminal code on a different page. The aggregate won't catch it; the per-partner breakdown will. The fix is a new few-shot example for that partner added to the extraction prompt. No parser rewrite needed.