llmvisibility.tech vs Scrunch AI
Scrunch AI is a good example of the first wave of AI tools: social listening retrofitted for LLMs. llmvisibility.tech is the second wave: GEO engineering — real deduplication, verbatim evidence, crawler audit and LLM Training Signal.
How I appear and how I control the knowledge graph that cites me.
Brand-listening for AI assistants oriented to PR teams.
Four layers Scrunch AI simply doesn't have
This isn't a roadmap question. These are architectural decisions that separate a listening tool from a GEO platform.
We deduplicate by run_id and snippet fingerprint, so the same mention repeated three times in one answer counts once. Other tools inflate SoV with redundant snippets.
We connect outbound coverage with which media outlets actually drive new citations in ChatGPT, Gemini, Google AI Mode and Perplexity, and integrate with media marketplaces to act on it. Nobody else closes that loop.
Cross-reference your server logs with our citation data to see which AI crawlers fetched your pages and whether those pages actually ended up cited. An enterprise-grade infrastructure check for the AI era.
Every metric links to the verbatim quote that produced it. For agencies this is gold — the audit is transparent, no need to explain why a score moved.
llmvisibility.tech vs Scrunch AI: full matrix
Rows tagged GEO are the engineering layer that separates an AI-optimization platform from a mentions dashboard.
| Capability | llmvisibility.tech | Scrunch AI |
|---|---|---|
Tracks ChatGPT + Gemini + AI Mode + Perplexity | ||
Citation tracking | Yes (deep) | |
Share of Voice | Deduplicated | |
Sentiment / Topic polarity | Fine-grained (AI) | |
Multilingual EN + ES | ||
Deduplication (run_id + snippet fingerprint) GEO | ||
Evidence Library (verbatim quotes) GEO | ||
Reddit / Wikipedia / YouTube intel GEO | Native | |
LLM Training Signal (link-building → citations) GEO | ||
Crawler audit — Crawled vs Cited (server logs) GEO | ||
Recommendations engine / Action layer GEO | Full |
You need to control and improve your presence in AI answers, not just measure it. You want verbatim evidence, honest Share-of-Voice deduplication, crawler audit and a loop between link-building and citations.
PR and comms teams tracking narrative shifts across AI answers.
What's missing: No citation tracking, no evidence library, no action layer. You see the score, not the proof or the next step.
See the difference on your own brand
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