What changes when AI starts recommending you
Anonymized AI-visibility case studies: how brands in grocery, home appliances, logistics, fintech and B2B SaaS moved from findable to recommended by AI in 90 days, measured on a fixed prompt set across models.
Market leader on the shelf, budget brand in AI
A leading Polish appliance maker dominated stores and search, yet AI recommended global names by default and described it as a cheap, local option. How it moved onto the AI category shortlist in 90 days.
Back in the basket: a national grocer slipping out of AI shortlists
A UK national grocery chain was strong on the shelf and in Google, but AI was leaving it out on value and delivery questions while discounters and the leader were named by default. How it got back into the consideration set in 90 days.
One brand, a different story in every language
A multi-market digital bank was a trusted challenger in one country and "limited and regional" in the next. AI's story changed by language, and it cost shortlist places. How it reached one consistent, recommendable narrative in 90 days.
From findable to recommendable: a workflow-automation platform
A B2B SaaS platform ranked in Google and published expert content, yet AI was not recommending it on the decision questions that build a buying shortlist. How it moved from findability to recommendability in 90 days.
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