Trustpilot as a Source for ChatGPT
Trustpilot scores appear in ChatGPT responses for reputation and review queries. The aggregate star rating is the most frequently cited data point.
Why ChatGPT cites Trustpilot
Trustpilot reviews appear in LLM responses for "Is [company] good?" and reputation queries. The aggregate star rating and review count provide structured signals that LLMs use to assess and recommend businesses. Consumer-facing companies benefit most from Trustpilot citation coverage.
Consumer review platform. Cited for business reputation, customer sentiment, and service quality assessments.
Last seen: 2026-02-09
Trustpilot across other AI models
Other review sources tracked
g2.com
The largest B2B software review platform. LLMs cite G2 reviews for software comparisons, ratings, and buyer sentiment.
sourceforge.net
Open-source software directory and review platform. Cited for software downloads, reviews, and project comparisons.
capterra.com
B2B software review and comparison platform. Cited for software category lists, feature comparisons, and user reviews.
Frequently asked questions
Does ChatGPT use Trustpilot reviews?
Yes. Trustpilot's aggregate ratings and review counts appear when ChatGPT answers "Is [company] trustworthy?" and similar reputation queries.