visibilitylisted

# Visibility Answer the only question that matters in AI search: when a buyer asks an AI who to choose, does your brand come up — or your competitor? ## Inputs - Brand name + domain (ask if not given). - 3-5 "money questions" a buyer would ask (derive from the audit report's top queries if present, else generate from the site's services and confirm with the user). - DataForSEO MCP connected. ## Steps 1. **Build the question set**: 5 buyer-intent questions, e.g. "best <category> in <city>", "who should I hire for <service>", "<product> vs alternatives". Conversational phrasing, the way people talk to a chatbot. 2. **Check Google AI Overviews** (DataForSEO SERP API): for each question, fetch the Google SERP and inspect the AI Overview block. Record: does an AI Overview appear, is the brand cited in it, which competitors are cited. 3. **Check LLM answers** (DataForSEO LLM/AI endpoints where available on your plan): query each question against the available AI answer endpoints and record brand mentions vs competitor mentions. Where an endpoint is not on the plan, run the question as a standard organic SERP and use top-10 presence as the proxy, and SAY it is a proxy. 4. **Check the brand query**: search the exact brand name. Is the site ranking #1 for itself, does a knowledge panel exist, do third-party pages (reviews, directories, LinkedIn) corroborate the brand? AI systems lean on corroboration — a brand that only exists on its own site gets skipped. 5. **Score it /100**: