GEO outcomes across competitive B2B categories
Anonymous representative scenarios showing how prompt tracking, source authority, and citation-ready content improve AI visibility.
From invisible to cited beside category leaders
A focused GEO program built the source authority needed to enter high-intent AI recommendations.
6 / 10
benchmark prompts mentioning the brand
Turning specialist expertise into AI recommendations
Entity clarity and third-party proof helped a niche agency compete with larger generalists.
8 / 12
high-intent prompts with a recommendation
Building citation coverage for a crowded CRM category
A citation-source strategy created visibility without competing for the broadest CRM search terms.
9 / 15
commercial prompts with a cited mention
Making technical trust signals legible to AI engines
Security documentation, entity consistency, and attributed claims improved recommendation readiness.
74 / 100
weighted GEO readiness score
Winning AI comparisons with clearer buyer evidence
Comparison content built around real objections improved inclusion in shortlist prompts.
5 / 8
comparison prompts with a recommendation
Finding the exact gaps behind missing AI visibility
A structured audit replaced assumptions with a prioritized source and content roadmap.
48 prompts
tracked monthly across four engines
Helping AI engines navigate a complex documentation set
A cleaner documentation hierarchy and llms.txt file reduced product confusion in technical answers.
1 error
factual errors across benchmark answers
Connecting AI mention growth to commercial prompts
Consistent tracking revealed which GEO improvements affected the prompts closest to revenue.
32 prompts
logged with mention and citation rates
Turning support expertise into extractable answers
Direct answers and valid FAQ schema made key product information easier to retrieve and cite.
47%
priority questions answered with owned sources
Earning visibility in a trust-sensitive category
Attributed claims and stronger third-party authority improved inclusion without overstating capabilities.
6 / 10
qualified prompts with a cautious recommendation
Making the revenue case for AI search visibility
A prompt benchmark and pipeline model connected GEO activity to measurable commercial opportunity.
11 leads
AI-assisted opportunities in the representative period
Replacing generic SEO content with citation-ready expertise
Focused GEO content improved extractability, source quality, and product-category association.
19 cited pages
owned pages found in benchmark citations
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