TripAdvisor AI Review Insights

Overview: AI Review Insights transforms thousands of traveler reviews into clear, trustworthy themes so users can quickly understand what matters most about a tour. The feature helps travelers make confident booking decisions with less effort and uncertainty.

Challenges:

  • Travelers were overwhelmed by review volume

  • Key feedback that impacts bookings was buried

  • AI output needed to be reliable and trustworthy

  • New feature had to seamlessly fit within the existing PDP UX and design system requirements

Approach:

  • Research to identify decision-making pain points and high-value tour elements (e.g. guide quality, timing, transportation, safety etc.)

  • ML-powered analysis to extract sentiment and high-frequency themes

  • Reusable design patterns built on TripAdvisor’s design system (Atlas)

  • Cross-functional collaboration with PMs, Data/ML and Engineering to calibrate accuracy and performance

Solution:

  • AI-generated insight cards summarizing top traveler themes

  • Sentiment labels like “Travelers loved…” to build trust

  • Automatic scaling as new reviews are added

  • Architecture supports expansion across Hotels and Restaurants

Outcome

  • Faster booking decisions with reduced review fatigue

  • Increased confidence in tour quality and expectations

  • Foundation for future AI-driven review experiences across TripAdvisor

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