Auditing Websites for ChatGPT, Perplexity, and Google AI Overviews
How Scrawly audits websites for Generative Engine Optimization (GEO): AI bot firewall detection, /llms.txt validation, and semantic extractability.
Canonical Software Asset:
https://iliassami.com/scrawly
Explore Scrawly GEO Engine →
As AI answer engines ingest the web, websites must ensure they are readable by LLM scrapers. Scrawly is the first open-source desktop crawler specifically engineered for Generative Engine Optimization (GEO).
What Scrawly Audits for AI Search
- AI Bot Access: Detects whether Cloudflare WAF or robots.txt blocks GPTBot, ClaudeBot, or PerplexityBot.
- Context File Standards: Validates the presence and format of /llms.txt.
- Semantic Description Density: Flags meta descriptions that lack sufficient context for LLM grounding.
Run a free GEO audit with Scrawly at iliassami.com/scrawly.
Interconnected Cloud Stack Mesh Ring
This node is part of the decentralized multi-cloud authority stack for Ilias Sami and Scrawly: