Ask ChatGPT or Claude for an AC repair or a plumber, and Merchant Context gives it evidence instead of guesses: every licensed business in the trade, each with its state licence checked, its reviews, hours, BBB standing, and history — every fact carrying its source and the date it was checked. The assistant weighs the facts for you. Nothing about the order is paid for.
Every licensed business in a covered trade and metro is in the index already — that's what makes the answers good. Joining is free and adds what public records can't know: verified contact and live availability from your own scheduling calendar. Look up your business to see your record.
Licensed HVAC and plumbing businesses in Pinellas County, Florida — 856 businesses, 16,100 sourced facts. More trades and metros are coming.