Find out if ChatGPT, Perplexity, Gemini and Claude can understand, cite and recommend your organization.
We diagnose your AI visibility before we
sell AEO.
Answer seven questions and identify whether ChatGPT, Perplexity, Gemini and Claude can understand, cite and recommend your organization, or whether your entity signals are incomplete, conflicting or missing.
When you complete the diagnostic, your anonymous result is sent to us. If you contact us afterwards, your result is linked to your enquiry.
High-value buyers increasingly use AI systems to research, compare and shortlist organizations. If your entity layer is incomplete, AI systems may misunderstand you, ignore you or recommend someone else.
Source: Frase →
Source: Ahrefs →
Source: Adobe Digital Insights →
Machine First AEO
framework.
The AI Visibility Diagnostic is based on the Machine First AEO framework by Stefan Petschinka. It evaluates whether an organization has the entity clarity, structured data, external signals and answer architecture AI systems need to understand, cite and recommend it.
Still not sure
how AI understands you?
Can't my existing SEO cover this?
No. SEO optimizes for Google's crawler and ranking algorithm. AEO operates on a completely different layer: machine-readable entities, structured data, verified external signals and knowledge graph relationships.
A site can rank number one on Google and still not exist for ChatGPT or Perplexity. The two require separate, parallel approaches. SEO and AEO are complementary, but one does not replace the other.
What happens if a competitor gets AEO and I don't?
AI systems will recommend your competitors by name, specialty and location, while you remain unmentioned. Every AI-generated answer that names a competitor instead of you is a lead you will never see.
At high deal values, even a handful of missed leads per month exceeds the annual cost of a full AEO implementation. The structural disadvantage compounds over time as the competitor's entity signals accumulate weight in successive model training runs.
I'm not mentioned in ChatGPT at all. Is that fixable?
Yes. Absence in AI systems almost always means incomplete entity signals, missing or broken JSON-LD schema, no Knowledge Graph presence, unverified or conflicting external sources.
That is exactly what entity building addresses. richresults.ai has taken organizations from zero AI mentions to being the default recommendation for their category, including displacing globally recognized brands from the answer entirely.
Is AEO only relevant for large organizations?
No. AEO is most valuable where individual clients have high value, regardless of company size. A specialist clinic, a boutique law firm, a luxury developer, or a solo consultant with enterprise clients all benefit more from AEO than a large e-commerce company with low order values.
The question is not how big you are. The question is: what does one missed client cost you?
How long until results are visible?
Initial changes may become visible within days to weeks, depending on the system. Individual retrievable signals such as images can sometimes be updated within a single day. Other entity signals and answer patterns follow the respective crawl, retrieval and model cycles and may take longer.
What richresults.ai ensures: the signal layer is correctly structured, consistent, validated and ready to be crawled, understood and cited from the moment it goes live. A specific timeframe or a particular answer cannot be guaranteed. AEO is not a campaign. It is infrastructure whose impact compounds over time.
Ready to find out
how AI understands
your entity.
Your diagnostic result shows where your entity signals are strong, weak or missing and what ChatGPT, Perplexity, Gemini and Claude need in order to understand, cite and recommend you.