๐ค Generative Engine Optimization
AI Visibility Checker
Audit whether your SaaS content is engineered for LLM retrieval and citation by Perplexity, ChatGPT Search, Claude, and Google AI Overviews.
โ๏ธ GEO Content Vectors
Must explicitly define what your SaaS is, who it serves, and what core problem it solves.
๐ AI Citation Readiness Score
High Citation Probability
Evaluated against 6 Generative Engine Optimization vectors
100
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Clear LLM Definitional Sentence ("What is X?")
LLMs like Perplexity and ChatGPT prioritize explicit noun phrases when answering brand queries.
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Structured Competitor / Alternative Comparison
LLMs heavily rely on markdown and HTML comparison tables to synthesize buyer recommendation lists.
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Quotable Data & Latency / ROI Benchmarks
LLM engines extract numerical claims (e.g., "sub-10ms latency", "65% lower cost") as authoritative citations.
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LLM Crawlers Allowed in robots.txt
GPTBot, ClaudeBot, and PerplexityBot are permitted to scrape and index your site.
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Semantic HTML Structure & Hierarchy
Clean DOM tree enables LLM context parsers to extract features without token noise.
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Q&A FAQ Section (Direct Answer Format)
Matches conversational question prompts submitted directly by ChatGPT Search users.
โฆ Growth Loop ยท Share Your Result
Share Your Diagnosis & Challenge Other Founders
Compare your numbers with other indie builders on X and Reddit. Turn your diagnosis into distribution.