MaxDesign

MaxDesign AI Search Lab

MaxDesign AI Search Lab is a testing and benchmark hub that measures how brands appear across ChatGPT, Gemini, Perplexity, Claude, and Google AI Overviews.

The lab publishes methodology, runs controlled prompt tests, and tracks directional changes in AI answer visibility over time.

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What the lab tests

Branded mention frequency across AI platforms.
Topical citation accuracy for AI SEO, GEO, and AEO queries.
Competitor visibility and gap analysis.
Effect of schema, entity, and content changes on AI answers.
Prompt behavior differences by platform and region.

Latest benchmark findings

Findings are updated monthly. Current observations indicate that clear entity signals, FAQPage schema, and consistent citations correlate with higher mention rates in AI-generated answers. Specific rankings and metrics are shared only after validation.

Methodology

1) Define a fixed set of branded, commercial, and category prompts.
2) Run prompts across ChatGPT, Gemini, Perplexity, Claude, and Google AI Overviews.
3) Log mentions, position, source citations, and answer accuracy.
4) Compare results month over month and against competitors.
5) Iterate content, schema, and entity signals based on findings.

Platform focus areas

ChatGPT — conversational citations and entity recall.
Gemini — Knowledge Graph and Google ecosystem signals.
Perplexity — source attribution and factual accuracy.
Claude — nuanced, research-style answers.
Google AI Overviews — snippet-style summarization.

How to follow the lab

Lab updates are published on this page and referenced from the MaxDesign blog and LinkedIn. You can also request a custom benchmark for your brand.

Related global pages

MaxDesign SEO OS for European Companies AI Search Visibility for B2B AI SEO for European Companies GEO & AEO Consultant Europe AI Search Visibility Audit How to Be Visible in ChatGPT, Gemini & Perplexity Entity SEO for AI Search Brand Visibility in AI Answers Technical SEO for AI Search AI Search Lab AI SEO Serbia, Built for Europe SEO OS Licensing & Partnerships Programmatic SEO and AI Search Visibility MaxDesign SEO OS GEO Optimization AEO Services Entity SEO AI Search Visibility

FAQ

Most common questions

What is the AI Search Lab?

It is MaxDesign's testing and benchmark hub for measuring and improving AI search visibility.

How often are benchmarks updated?

Monthly, with additional tests after major platform updates.

Can I suggest a test?

Yes. Contact us with a prompt or category you would like us to include.

How does the lab influence client work?

Findings directly inform content, schema, entity, and internal linking recommendations.

next_steps

AI SEO Benchmark AI Search Visibility Benchmark How to Be Visible in ChatGPT, Gemini & Perplexity AI Search Visibility Audit MaxDesign SEO OS

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