How an eCommerce brand went from absent in AI answers to a source the engines cite, in four months.
531 AI citations from a near-zero baseline · 53.6% share of voice on ChatGPT
An eCommerce brand went from absent in AI answers to a source the engines cite. Across the five tracked AI engines, the brand built 531 AI citations from a near-zero baseline in four months, and reached 53.6% share of voice on ChatGPT, the leading engine for its category, ahead of its competitive set.
The brand had effectively no presence inside AI answers. When shoppers asked the engines for recommendations in its category, it was not the brand being named or linked. The goal was concrete: become a source the engines actually cite, and do it in months rather than years, without paid placements.
Growth.pro built and ran the brand's AI Visibility Operating System through the PAVA Framework, on the AI Citation Enablement practice. The point was to make the brand's genuine expertise and product information easy for AI to find, verify and attribute, working on the brand's own properties rather than against the models.
We set the entity foundations: a clear, consistent definition of the brand and its catalogue across the sources AI reads, so the engines could recognise and trust it.
We structured product and category content for answer clarity and clean extraction, so the brand's pages resolved the questions buyers actually put to the engines.
As the foundations took hold, citations accumulated on the merit of the work, and we tracked them continuously through our proprietary measurement infrastructure across the five engines.
Over four months, from a near-zero baseline, the brand built:
The pattern was a steady build rather than a single spike, with citations spread across the engines rather than concentrated in one.
Mention, Citation and Recommendation are the outcomes that matter in AI search, and citation is the one that signals real trust: the engine is not just naming the brand, it is pointing to it as a source. Building 531 of them from nothing in four months, with a majority share of voice on the category's leading engine, moved the brand from invisible to a name the answers lean on. Recommendation follows from there, earned as the citation record deepens.
From a near-zero baseline, this brand built 531 AI citations across the tracked engines in four months, reaching 53.6% share of voice on ChatGPT, the leading engine for its category.
ChatGPT, Gemini, Perplexity, Google AI Overviews and Google AI Mode, tracked continuously through proprietary measurement infrastructure.
A four-month window, with a steady build rather than a single spike, and citations spread across the engines rather than concentrated in one.
Measurement: AI brand mention and citation rates across tracked category queries on ChatGPT, Gemini, Perplexity, Google AI Overviews and Google AI Mode, via Growth.pro's proprietary measurement infrastructure. Client anonymised pending naming permission.
A complimentary AI Visibility Audit benchmarks your brand across ChatGPT, Gemini, Perplexity, Google AI Overviews and Google AI Mode against your top three category rivals.