Most GEO tools are monitoring SaaS: dashboards, monthly fees, your data in their cloud. GeoLook is an open-source (MIT), self-hosted implementation platform: it samples real answers from 15 AI engines (ChatGPT, Perplexity, Gemini, DeepSeek…), quantifies mention rate / rank / citation share, diagnoses why AI doesn't mention your brand, generates tickets with acceptance criteria, and auto-verifies what actually worked. Works for both global and Chinese AI engines.
