Which AI models are tested?

The tool tests GPT-4, Claude 3, Gemini Pro and Perplexity by default. New models are added as they become relevant to the search market. You can also choose to test only specific models if you are most interested in a particular platform.

How often should I run tests?

We recommend weekly testing for brands actively optimizing for AI visibility. AI models are updated regularly, and answers can change without warning. Weekly testing lets you catch changes quickly and react before they affect traffic.

Can the tool fix the problems it finds?

The tool identifies problems and provides concrete recommendations, but does not implement changes automatically. Recommendations typically include content optimization, schema markup improvements and strategies to increase citation probability in AI answers.

Does this work for local businesses?

Yes. You can test locally relevant questions like "best [service] in [city]" and see how AI models respond. This is especially valuable because AI answers for local searches are often less accurate than for national searches, giving you opportunity to influence the answers.

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Aeo Consensus Lab

What it does

Sends the same question to multiple AI models (GPT-4, Claude, Gemini, Perplexity) and compares answers to reveal where your brand is mentioned, ignored or misrepresented — so you can optimize content for AI consensus.

You do not know what AI models say about you — and each model can give completely different answers to the same question

AI-powered search engines like Perplexity, Google AI Overview and ChatGPT give users direct answers instead of link lists. If your brand is not mentioned in these answers, you lose traffic — regardless of how well you rank in traditional search results. What makes the problem even worse is that different AI models can give completely different answers to the same question. One model may recommend you, while another ignores you completely or even mentions incorrect information.

Invisibility in AI answers — your brand may not be mentioned in any of the AI models answers, even though you have good content and high ranking in traditional search
Inconsistency between models — GPT-4 may recommend you while Gemini ignores you, meaning you lose traffic from a large portion of AI search users
Misinformation — AI models can present outdated or incorrect information about your brand, damaging reputation without you knowing
No measurement tools — there is no simple way to check what AI models say about you across platforms without manually testing each one

Get a side-by-side comparison of what all major AI models say about you — and identify exactly where you need to improve

AEO Consensus Lab sends identical questions to GPT-4, Claude, Gemini and Perplexity simultaneously and presents the answers side by side. You immediately see where your brand is mentioned, where it is ignored and where information is wrong. The tool calculates a consensus score showing how much the models agree about you — and provides concrete recommendations to increase visibility.

Multi-model testing: sends the same question to 4+ AI models simultaneously and compares answers in a clear side-by-side view
Consensus score: calculates a score from 0-100 showing how much the AI models agree about your brand — high score means consistent visibility across platforms
Brand tracking: identifies exactly where in the answer your brand is mentioned, in what context and with what sentiment — positive, neutral or negative
Gap analysis: reveals questions where competitors are mentioned but you are not — low-hanging fruit for content optimization

Features

Historical tracking: run the same questions weekly and see how AI model answers change over time — verify that your content changes actually affect AI answers
Competitor comparison: test questions about your industry and see which brands are mentioned most often — understand your position in the AI landscape relative to competitors
Question generator: suggests relevant questions based on your industry and audience — so you test the questions that actually matter for your traffic
Export and reporting: generate professional reports showing AI visibility over time — perfect for clients, management or internal presentations

How it works

Enter questions about your brand, industry or product category — or use the automatic question generator to get relevant suggestions
The tool sends questions to GPT-4, Claude, Gemini and Perplexity and presents answers side by side with consensus score and brand tracking
Analyze the gaps and use the recommendations to optimize your content — rerun the test to verify that changes have effect

Use cases

Brand managers — monitor how AI models represent your brand and identify misinformation or missing visibility before it affects reputation
SEO specialists — understand how content changes affect AI visibility and optimize for both traditional search and AI-powered answers
Agencies — deliver AI visibility reports to clients showing concretely where their brand stands in the AI landscape and what needs improvement

Why use AEO Consensus Lab?

AI search is the new frontline. Over 40% of searches now start in AI-powered tools like ChatGPT, Perplexity or Google AI Overview. If your brand is not mentioned in these answers, you lose an ever-growing share of traffic — regardless of how well you rank in traditional search results. AEO Consensus Lab gives you insight into this new reality.

Consensus is the key. It is not enough to be visible in one AI model. Users use different platforms, and each model has its own knowledge base. AEO Consensus Lab reveals inconsistencies between models so you can optimize for broad visibility — not just one platform.

Measure what matters. You cannot improve what you do not measure. AEO Consensus Lab gives you concrete numbers on AI visibility — consensus score, mention frequency, sentiment analysis — so you can set goals, track progress and prove ROI on AI optimization.

FAQ

Which AI models are tested?: The tool tests GPT-4, Claude 3, Gemini Pro and Perplexity by default. New models are added as they become relevant to the search market. You can also choose to test only specific models if you are most interested in a particular platform.
How often should I run tests?: We recommend weekly testing for brands actively optimizing for AI visibility. AI models are updated regularly, and answers can change without warning. Weekly testing lets you catch changes quickly and react before they affect traffic.
Can the tool fix the problems it finds?: The tool identifies problems and provides concrete recommendations, but does not implement changes automatically. Recommendations typically include content optimization, schema markup improvements and strategies to increase citation probability in AI answers.
Does this work for local businesses?: Yes. You can test locally relevant questions like "best [service] in [city]" and see how AI models respond. This is especially valuable because AI answers for local searches are often less accurate than for national searches, giving you opportunity to influence the answers.

Try Aeo Consensus Lab free