seo-ai-search-share-of-voicelisted

> Example output: [examples/seo-ai-search-share-of-voice-wix-com-20260427/REPORT.md](../../examples/seo-ai-search-share-of-voice-wix-com-20260427/REPORT.md) # AI Search Share of Voice Compare AI-search visibility for a target brand against competitors across every major LLM engine, then analyse the topic clusters each brand owns and where gaps exist. ## Prerequisites - DataForSEO MCP server connected. - User provides: (a) target domain and its brand name, (b) list of competitor domains and brand names, (c) country (default: `us`), and (d) optionally, which engines to analyse (default: all supported: `ai-overview`, `chatgpt`, `perplexity`, `gemini`, `ai-mode`). ## Process 1. **Leaderboard snapshot** `mcp__dataforseo__ai_opt_llm_ment_top_domains` + `mcp__dataforseo__ai_opt_llm_ment_agg_metrics`; Google AI Overview presence from `mcp__dataforseo__serp_organic_live_advanced` (AIO block) - Pull the LLM-mention leaderboard (top cited/mentioned domains) for the target domain's category in the target country; for the AI Overview engine, read the AIO citation block from `serp_organic_live_advanced` on the category's seed keywords. - Capture mention counts and share percentages per engine, per domain. 2. **Heatmap table** - Build a table: rows = domains (target + competitors), columns = engines, cells = % share of voice. - Highlight the leader per engine and the worst performer. 3. **Prompt sampling per domain** `mcp__dataforseo__ai_opt_llm_ment_search`, `mcp__dataf