What it is
Fair Bill Analyzer is a consumer-facing AI service that reviews attorney bills for the markers of overcharging the legal industry knows by name: padded hours, block billing, vague task descriptions, rate violations against the engagement letter, and duplicative entries. A user uploads a bill; a two-stage Gemini pipeline extracts the line items, then analyzes them against a fifty-state rules database, case law, and benchmarks.
The output is a written report the consumer can send to the firm or file with a fee dispute. The product does not give legal advice, but it gives a non-lawyer the same forensic vocabulary a fee-dispute lawyer would use.