What we actually find when we audit brands for AI visibility — and what it takes to go from unrecognised to consistently cited.
What These Case Studies Show
Marketing Enigma AI is an AI-native agency that helps businesses get cited and recommended by ChatGPT, Gemini, Perplexity, and Google AI Overviews. These case studies document what our AI Visibility Intelligence Reports find in practice — the gap between being crawlable and being cited, and the specific interventions that close it.
Each report covers 17 signal checks across 6 AI engines. Findings are anonymised. Lessons are universal.
Five-year-old platform · Billion-dollar ambitions · 0% AI citation rate
Perfect crawlability. Zero citations. Six AI engines, six different answers about what the company does. The audit revealed not a technical failure — an identity failure.
B2B SaaS · AEO Audit
Next report publishing soon
E-Commerce · AI Visibility Report
Next report publishing soon
Answers to common questions about our AI visibility reports and methodology.
An AI visibility audit measures crawlability, structured data quality, citation readiness, and cross-engine classification consistency. It identifies exactly why AI engines like ChatGPT, Gemini, and Perplexity are not citing or recommending your brand — and what to fix first.
A full AI Visibility Intelligence Report from Marketing Enigma AI takes 5–7 business days and covers 17 signal checks across 6 AI engines. Findings are delivered in a structured report with a prioritised fix list and a 15-minute walkthrough call.
Yes. Every case study on this page is based on a real client engagement conducted by Marketing Enigma AI, founded by Agnes Kaczmarek. Clients are anonymised by default unless they have explicitly agreed to be named.
The free AI Visibility Scanner runs an automated 60-second check — useful for a quick baseline score. A full AI Visibility Intelligence Report is a manual, in-depth engagement covering brand positioning analysis, schema architecture, third-party citation mapping, and cross-engine classification testing.
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Book a free 15-minute discovery call. We'll run a live citation check and show you exactly where AI engines currently place — or miss — your business.
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AI is already choosing who gets recommended — and who gets ignored.
Visibility is no longer about ranking. It’s about being selected.
Our proprietary framework — The Lifecycle of AI Discovery