Your brand ranking on Google and your brand appearing in ChatGPT answers are completely different things.
Here are the 3 patterns that show up when we run the 40-query LLM scan on SaaS brands:
Pattern 1: Strong SEO, zero LLM presence.
The audit finds: no category placement, no comparison content, no structured FAQ. LLMs cite content patterns, not page authority. Fix: 4 specific content types. Score before: 18-28. After 90 days: 55-70.
Pattern 2: Featured in Google, missing from Claude.
Your home page ranks well but Claude doesn't see it as an option. Problem: missing JSON-LD or wrong context field. Fix: 2-line JSON-LD addition. Score increase: 25-35 points.
Pattern 3: Competitors cited everywhere, you're a ghost.
Same category, same queries, same feature set. Competitors show up, you don't. Problem: no llms.txt or no category marker. Fix: homepage tag + llms.txt entry. Score increase: 30-40 points.
The fix list is numbered and specific to your gaps. Not 'create more content' - exact pages, exact formats, exact query types each one addresses. Audit delivers in 2 hours.
Get your audit: https://operatoriq.io/blog/llmradar-audit-results-2026/
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Originally published on OperatorIQ.
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