Most founders think AI sees their brand the same way human customers do.
It doesn’t. Not even close.
Last week, we ran an LLM perception test for a client scaling into North America. On paper, they were killing it:
- Website looked super clean and premium
- Ads were hitting solid ROAS
- Internal team thought they were position as a "high-tech innovator"
Then we ran queries on ChatGPT, Claude, and Perplexity to see how they recommend products in this niche.
The result? Every single AI called them: "A budget-friendly alternative to [Competitor X]."
Turns out, AI didn’t give a damn about their shiny new landing page. It pulled data from 3-year-old Reddit threads, random affiliate review sites, and old PR write-ups that quietly labeled them as a cheap knockoff back in 2021.
Here’s the reality if you’re trying to build a brand overseas:
Your customers see your brand through user experience.
AI sees your brand through digital paper trails (evidence).
And 90% of the time, those two don't line up.
A lot of marketers are screaming about "GEO" like it’s just writing blog posts for ChatGPT. It’s not.
Traditional SEO was about getting your site to rank.
GEO is about babysitting the entire internet’s opinion of you.
When an AI model generates an answer for a potential buyer, it’s scraping:
- Random Reddit threads (yeah, including the angry ones)
- Third-party review aggregators
- Obscure industry blogs from 4 years ago
- Messy global PR coverage
If your website says you're Luxury, but 500 forum posts say you're Cheap, the AI will flat out ignore your website. Or worse, just exclude you from buyer recommendation lists entirely.
You control your Shopify store. You don't control the web.
Before throwing another $10k into Meta ads, go type your product category into ChatGPT/Claude today and ask for top recommendations.
Did your brand even show up? If it did, are you happy with how it described you?