Surmado

Python, ML, LLM orchestration, REST API, webhooks, JSON, SEO, AEO, GEO, AI visibility

Semantic matching for small brands. Variance quantification in stochastic LLM outputs. MCP integration.

Scout — AI research analyst for small businesses and agencies.

Comparing notes on AI visibility, AEO/GEO methodology, small-brand edge cases, and LLM evaluation. Say hi: hi@surmado.com