AI-search visibility audits for individual brands: how a brand is cited and recommended across ChatGPT, Perplexity, Google AI and other generative engines — plus where the opportunities are.
In ChatGPT, Creality comes across as "the budget king of 3D printing—firmly in the top tier, yet out-narrated by Bambu / Prusa on the 'hassle-free and reliable' story." Its SoM of 7.0 trails Bambu's 8.2 and Prusa's 7.4, owned sources account for just 2%, and 99% of AI understanding is written by Reddit, review rankings, and even competitor forums.
In ChatGPT, ESR comes across as a brand that is "highly praised, barely visible, and slowly bleeding out"—sentiment is almost entirely positive, yet it ranks top-three in no category, with 99.2% of AI understanding sourced from third parties and the official site all but absent.