Step 01Company datasetBuild a clean industry list covering national brands, mid-market players, organic challengers, specialists, and emerging entities.
Step 02Prompt setGroup prompts by recommendation, comparison, trust, alternative, informational, local, and high-value buyer intent.
Step 03AI response captureCollect model outputs with consistent prompt wording, collection dates, country context, and search mode notes where available.
Step 04Human QAReview brand matches, citation URLs, sensitive claims, hallucination flags, and public wording before publication.