Useful for founders, marketers, content teams, and developers who need a concrete starting point for AEO, GEO, AI search visibility, or citation readiness.
AEO starts with retrievable answers
A page can rank for a phrase yet still make the answer hard to extract. Important buyer questions need concise, standalone explanations near clear headings, supported by examples or sources that remain available at stable URLs.
MentionLens checks whether the public site contains these answer units and whether they are connected to a coherent company and product entity.
- ✓Direct question-and-answer coverage
- ✓Clear definitions and category language
- ✓Stable canonical URLs
- ✓Supporting examples and citations
- ✓Consistent product and organization names
GEO is not a guarantee of mentions
No legitimate audit can promise that every model will recommend a brand. Generated answers depend on the model, prompt, retrieval system, market, language, and date.
The useful work is to strengthen the evidence that systems may retrieve: original facts, attributable claims, explicit comparisons, independent confirmation, updated pages, and machine-readable context.
- ✓Observed website facts
- ✓Scoring inference labeled separately
- ✓Missing evidence called out explicitly
- ✓No fabricated prompt tracking
- ✓No guaranteed citation or traffic claims
From diagnosis to implementation
The report prioritizes seven changes rather than presenting a generic checklist. A weak About page, missing source link, unclear category statement, thin FAQ, or broken crawl endpoint becomes a specific task with impact and effort labels.
The full purchase and delivery loop is self-service. The result appears in the customer’s browser after on-chain verification.
- ✓Seven-part readiness audit
- ✓Source-level evidence notes
- ✓Competitor gap comparison
- ✓Impact and effort ranking
- ✓Instant report and evidence download
Before you order
What is the difference between SEO and AEO?
SEO commonly focuses on search result visibility. AEO focuses on making information easy to retrieve and use in direct or generated answers. The practices overlap.
What does GEO mean?
Generative engine optimization is a developing term for improving how content and entities can be understood and supported in generative search experiences.
Can I rerun the report?
The same paid quote and transaction can be retried for seven days if a public website or RPC endpoint is temporarily unavailable.