1. Paste competitor reviews One per line:
Competitor | stars | review text. Copy public reviews by hand; no scraping.
Prototype. Theme detection is a transparent keyword engine for home-service trades (no AI guessing); an LLM pass would come later for nuance. Ads never name competitors or quote reviewers, and only use themes you mark as provable, to stay clear of misleading-advertising rules.