Volvo XC90 — AI visibility on ChatGPT

volvocars.com · battery xc90-v1 · 200 prompts · 2026-08-12

Run 63f55ca7 · captured on a 4-box Cloudflare Containers fleet (24 browser slots) in 30.6 min

Brand visibility by prompt category

Volvo named XC90 named

Category	n	Volvo	XC90	avg cites

Share of answers in that category naming the brand / the model. Percentages are direct-labelled because these hues sit below 3:1 on the light surface.

Cross-shopped competitors

Competitor	Answers naming it	% of answers

Counted by literal model-name match across the 199 captured answers. Lower bound: a paraphrase ("the BMW") is not counted.

Most-cited sources

Domain	Citations	% of all cites

volvocars.com is owned media — it is the single most-cited source in the battery.

Read this before quoting a "composite score". The dashboard's presence/composite metric is built for dealer batteries and reports 0% here. That is a metric mismatch, not absence: generateAliases() deliberately strips bare-brand aliases so a dealer battery cannot score a hit on any stray "Volvo" mention. For this brand-level battery the meaningful measure is the brand/model naming rate shown above (99.0% / 96.0%), computed directly from answer text.