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.
Trustpilot
trustpilot.comSoftware and product review sites
Consumer review platform. Cited for business reputation, customer sentiment, and service quality assessments.
Trustpilot across other models.
Other review sources we track.
G2
g2.com
The largest B2B software review platform. LLMs cite G2 reviews for software comparisons, ratings, and buyer sentiment.
See data→SourceForge
sourceforge.net
Open-source software directory and review platform. Cited for software downloads, reviews, and project comparisons.
See data→Capterra
capterra.com
B2B software review and comparison platform. Cited for software category lists, feature comparisons, and user reviews.
See data→Questions about Trustpilot and ChatGPT.
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