Citelix Teardowns

Why ChatGPT picked them
and not you.

Public, real-world teardowns of why AI search engines recommend specific Shopify brands over their competitors. The exact prompts, the exact winners, and the exact gaps.

ChatGPT · Men's grooming

Black Wolf Nation wins every head-to-head AI prompt and loses every discovery prompt

Black Wolf scores 28.6% mention rate across 5 AI platforms. Every single citation comes from a buyer who already typed the brand name. On 10 discovery prompts, 0 mentions. Lumin wins those.

Black Wolf Nation vs Lumin
May 29
ChatGPT · Men's grooming

Bevel wins every prompt with its name in it. Beardbrand wins every beard prompt without.

Bevel scored a GeoScore of 38 with a 32.3% mention rate. Split the 13 prompts and the picture changes. Brand-aware prompts: 100%. Discovery prompts: 2.2%.

Bevel vs Beardbrand
May 28
ChatGPT · Men's grooming

Beardbrand wins 5/5 on 'dry flaky beard skin.' Loses 0/5 on 'best beard oil for sensitive skin.'

Same target customer. Same product line. One word changed in the prompt and Beardbrand goes from cited on every AI engine to invisible on every AI engine.

Beardbrand vs Honest Amish
May 26
ChatGPT · Natural skincare

Asarai wins every prompt with their name in it. Botani wins every prompt without.

Asarai is cited on 100% of brand-aware prompts and 0% of discovery prompts. Botani's mention rate is nearly 2x Asarai's. The gap is the product page, not the brand.

Asarai vs Botani
May 22
ChatGPT · Men's grooming

Suavecito Pomade has positive sentiment on every AI search engine. So why is their GeoScore only 46?

Across ChatGPT, Gemini, Perplexity, Claude, and Grok, Suavecito leads every other men's grooming brand we scanned in mention rate and is the only one with positive sentiment. So why does our scanner grade them at moderate visibility? The gap between cited and cited well.

Suavecito Pomade vs
May 22

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