CSPM became CWPP became CNAPP, and every rename leaves models describing you with last year's vocabulary. GrackerAI shows you which terms the engines currently place you under, which ones they hand to a competitor, and what to publish to correct it.
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Few markets have churned terminology as fast as this one. Models trained and refreshed at different times hold different vocabularies, so the same question asked of two engines can place you in two different categories, or neither.
Prompt Topics keeps CNAPP, CSPM, CWPP and the rest apart, so you can see which vocabulary the engines already place you under and which one still belongs to someone else.
Pick any category term where a competitor is named and you are not. Diagnosis finds the page that should have claimed it and scores it against the pages the engines actually cited.
CVE, CWE, ATT&CK, CAPEC and NIST references on your pages are resolved against the body that issued them, and an active-exploit claim is checked against CISA's Known Exploited Vulnerabilities catalog.
Identifiers are resolved before a draft is written, and anything the model produced that is not in that resolved set is stripped out before the page publishes.
New vulnerabilities and security news are swept on a schedule, scored for exploitability and for how closely they touch your products, and the survivors become monitored prompts automatically.
Cloud security prompts skew toward Claude and Perplexity, both of which weight technical documentation heavily.
| Prompt category | Example query | Where it lands most |
|---|---|---|
| Category | Best CNAPP for a multi-cloud estate | PerplexityChatGPT |
| Provider fit | Cloud security posture tools built for Azure first | ChatGPTPerplexity |
| Pipeline | Scanning IaC for misconfiguration before merge | ClaudePerplexity |
| Noise | Which cloud security tools produce the fewest false positives | PerplexityClaude |
| Consolidation | Replacing three point tools with one platform | ChatGPTPerplexity |
If the engines still describe you as a CSPM after you became a CNAPP, every category query goes to whoever updated their content. Track each term separately and publish the page that moves the placement.
Explore Prompt Topics →AWS, Azure and GCP buyers get different shortlists from the same question. Diagnosis shows which provider context you are absent from, which is usually a missing page rather than a missing capability.
Explore Diagnosis →DevSecOps readers ask pipeline questions in implementation language. Prompt Mining surfaces those, and they rarely overlap with the posture prompts a security team would have guessed at.
Explore Prompt Mining →Cloud security content leans on CVE, CWE and benchmark references. Verification resolves each one at the issuing authority so a page arguing for rigour is not itself unverifiable.
Explore Security Verification →| Stage | What you use |
|---|---|
| Diagnose Find where you are missing today | Prompt Research AI Visibility Monitoring AI Visibility Score |
| Explain Understand why a prompt goes to someone else | Visibility Diagnosis LLM Citations Competitor Monitoring |
| Fix Turn findings into published pages | Technical AEO Audit Recommendation Engine Content Engine |
| Ship Get it live and keep it moving | Tasks WordPress Publishing AI Search Analytics |
Questions B2B SaaS teams ask before getting started
The same all 10 AI engines it tracks for every vertical: ChatGPT, Perplexity, Google AI Mode, Google AI Overviews, Gemini, Microsoft Copilot, DeepSeek, Brave Leo, Grok and Claude. Coverage is by plan — 3 engines on Starter, 4 on Scale and all 10 on Enterprise.
Each category name is tracked as its own topic, because this market renames itself faster than models refresh, and security identifiers are resolved against the issuing authorities before anything publishes.
Monitoring starts returning answers on the first run, so you can see where you stand immediately. Movement in citations follows publishing, which depends on how fast you ship the fixes the audit and diagnosis hand you.
No. Classic SEO governs ranking; AEO and GEO govern whether a model quotes you. The technical audit overlaps with an SEO audit in places, but the citation work sits alongside what you already do rather than replacing it.
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