How an eCommerce brand moved from uncertain standing to category-leading presence in its AI answers.
82.86% mention coverage · 8.86% share of voice, first of five
An eCommerce brand moved from uncertain standing to category-leading presence in AI answers. Across its tracked prompts and five AI engines, the brand reached 82.86% brand mention coverage, a 37.14% citation rate, an average AI ranking of 2.79, and the highest share of voice in its competitive set of five.
The brand's search performance looked stable and its conversions were healthy, but its presence in AI-driven discovery was effectively invisible. It wanted a dependable read on its standing in AI answers: how often it was named when buyers asked, how often it was cited, and where it sat against its competitive set.
Growth.pro built and ran the brand's AI Visibility Operating System through the PAVA Framework, on the AI Citation Enablement practice, making the brand's expertise and catalogue easy for AI to find, verify and attribute on the brand's own side.
A consistent, accurate entity definition across the sources AI reads, reinforcing the brand-to-product associations so the engines could reference the brand with confidence rather than defaulting to a neutral competitor.
Content restructured for answer clarity and clean extraction, aligned to the buyer-style prompts that actually triggered mentions.
Citations accumulated on merit as the foundations held, tracked continuously through proprietary measurement infrastructure across the five engines.
Across the tracked prompts and the five engines, the brand reached:
High mention coverage paired with a leading share of voice meant the brand was both widely named and ahead of its rivals when the engines chose whom to feature.
At the prompt level the strength was clear, with multiple prompts achieving full five-of-five brand mention coverage and top-three AI positions.
Being named in more than four of five answers is strong mention coverage, and topping the set on share of voice shows the brand was not just present but preferred among those named. Citation, at 37 percent, is the ground to compound next, and Recommendation follows as the citation record deepens. The brand moved from uncertain standing to category-leading presence in its answers.
This brand reached 82.86% mention coverage, named in more than four of every five answers, with a 37.14% citation rate and the leading 8.86% share of voice across its tracked prompts and five engines.
ChatGPT, Gemini, Perplexity, Google AI Overviews and Google AI Mode, tracked continuously through proprietary measurement infrastructure.
An AI share of voice of 8.86%, first in a competitive set of five, meaning the brand was preferred among those the engines chose to feature.
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.