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Guides, analysis, and field notes on how AIs pick their sources — and how to show up in their answers.

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Tools to analyze your visibility in ChatGPT what really works in practice

Analyzing your visibility in ChatGPT requires dedicated tools, different from traditional SEO tools. An overview of available approaches, their limits and what actually works in the field.

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GEO 8 May 2026

Key takeaways

There’s no universal tool yet for measuring your presence across all AI models. What exists is a spectrum — from improvised manual testing to structured multi-model monitoring platforms. The right choice depends on what you’re actually looking for: an impression, or actionable data.

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GEO 7 May 2026

How AI choose the brands they recommend advanced data analysis and observed patterns

Understanding how AI choose the brands they recommend at a data level helps identify precise action levers. Analysis of observed patterns, quantitative signals and what the data truly reveals in the field.

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GEO 7 May 2026

How to choose the right prompts to test your AI visibility method examples and mistakes to avoid

Choosing the right prompts to test your AI visibility is a critical step that is often underestimated. A practical method, types of queries to prioritize and formulation mistakes that skew your results.

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GEO 6 May 2026

Free audit of my presence in ai what I really discovered

Evaluating your presence in ai for free often reveals unexpected gaps. Practical method, key signals to analyze and blockers that limit your visibility.

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GEO 6 May 2026

What I have really observed about ranking factors in AI search engines

Concrete analysis and real world insights on ranking factors in AI search engines: signals that truly matter, common mistakes, and the levers making a difference today.

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GEO 5 May 2026

Appearing in Perplexity AI what I really observed

Appearing in Perplexity AI follows different rules than traditional seo. Tested methods, key signals and practical actions to get cited in its answers.

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GEO 16 April 2026

How AIs Really Choose Their Sources (and Why Some Always Stand Out)

Understanding how AIs select their sources makes it possible to identify why some brands are cited and others ignored, and to concretely adjust your content strategy.

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