Where does your judgment matter most?

864 restaurants — ordering platform not identified

No known POS DOM signature matched during the automated crawl. POS vendor drives checkout, upsell, and bundle detection logic for every downstream workstream — these need manual identification or a new platform signature.

e.g. Pop's Kitchen and Taproom — no POS signature matched

522 restaurants — agent flagged extraction limitations

The agent self-reported uncertainty while extracting this menu — ambiguous brand, hidden pricing, or a broken modal. Real notes, not synthetic disagreement.

e.g. Three Brothers Mexican Grill — agent self-reported uncertainty during extraction