Updated July 2026
AI Visibility Study of Spanish-Speaking E-commerce
This is an ongoing Ferova Agency study auditing how many Spanish-speaking online stores from Colombia, LATAM, Miami and Spain get cited when ChatGPT, Perplexity, Gemini and Claude are asked about specific product categories, without naming the brand. We publish the full methodology and update results as each measurement round closes.
Methodology
How we measure, so anyone can audit or replicate the study.
Store panel
Sample of Spanish-speaking online stores in Colombia, Mexico, LATAM, Miami and Spain, segmented by product category.
Queries to 4 LLMs
Natural-language, non-branded questions to ChatGPT, Perplexity, Gemini and Claude, replicated monthly per category.
Citation logging
We log whether the brand appears, at what position in the answer, and whether the store URL is cited.
Public results
Findings from each round are published on this page with a date, without retroactively editing the data.
Why we're publishing this
We're still closing the first measurement round of the 2026 panel. Rather than inventing numbers to make this page look more impressive, we'd rather be transparent: the methodology is already defined and active, and results are published as soon as they're validated. If your store wants to join the panel (free, no commercial commitment), message us.