Share of Model

If you're wondering whether AI models actually recommend your brand when users ask for suggestions, this server gives you the data. It probes GPT-4o, Claude, Gemini, and Perplexity with relevant queries, then measures how often your brand appears, where it ranks, and how it stacks up against competitors. You bring your own API keys and run generate_som_report for a full analysis, or use probe_ai_models for raw response data you can analyze yourself. The compare_competitors tool shows head to head rankings. Built by ScrappyCMO as part of their dual-audience marketing framework, which treats AI discovery as a first-class channel alongside traditional SEO and social.