Lodestar Stamp: dated receipts for agent recommendations

Field notes

The homepage demonstrates its proposed record format with a dated Chicago HVAC capture rather than only describing the product abstractly. The displayed answer comes from an unsigned-in ChatGPT consumer session and lists four companies with distinct recommendation labels. Lodestar says all businesses in a covered market receive a public stamp, while paid customers receive notifications about changes. The current page marks the edition DRAFT/noindex and invites trade-and-city requests for future coverage.