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marketing project

AEO / GEO Tool Landscape: Input, Traffic, and Output Layers — From isitagentready to aeo-radar to Profound

AEO/GEO tools aren't a single category — they span three distinct layers: the input layer (is your website ready for AI to read), the traffic layer (how much are AI bots actually crawling), and the output layer (how is your brand mentioned in AI answers). This post maps out all three layers, from open-source self-hosted options to commercial SaaS.

#aeo#geo#ai-visibility#brand-monitoring#open-source#self-hosted#llm#ai-seo#cloudflare#agent-readiness#llms-txt#mcp#ai-crawler#gptbot
marketing guide

Is Your JSON-LD Invisible to AI Search Engines? A Pipeline Breakdown and AEO/GEO Strategy

Different AI engines process web pages in vastly different ways. Some only read the body; others rely on pre-built indexes. JSON-LD and schema markup are not universally effective — body content quality and structure are the only cross-platform foundations that hold.

#aeo#geo#ai-seo#web-search#content-strategy#seo#json-ld#schema#structured-data#llms-txt#claude-code#perplexity