Powered by AI

Smarter Ratings, Powered by AI

Community reviews are the foundation. AI is the lens that brings the picture into focus. Here's exactly how our artificial intelligence works — transparently.

AI Assists. Community Decides.

We believe AI should enhance human opinion, not replace it. Every score on ThrillAtlas is ultimately rooted in real community ratings. Our AI layer adds context, surfaces patterns, and corrects for statistical noise — it never invents ratings or overrides the community voice.

How the AI Works

Sentiment Analysis

Our AI reads every written review and extracts emotional signals that a pure number score might miss. A ride can average 7/10 but generate overwhelmingly positive language — the AI picks that up.

Hybrid Rating Score

The Hybrid Rating blends the raw community average with our AI-adjusted score. This prevents a handful of extreme votes from skewing results for low-volume rides.

Hidden Gem Detection

Some rides are incredible but receive fewer reviews because they're at smaller parks or are newer. Our AI identifies these undervalued attractions and awards them the "AI Pick" badge.

AI Summaries

For every ride, our AI synthesises hundreds of reviews into a concise, balanced summary that captures the consensus opinion — the good, the bad, and the underrated.

Trend Awareness

Ride quality can change over time — refurbishments improve rides, age degrades others. Our AI weighs recent reviews more heavily to reflect the current experience.

Spam & Bias Filtering

The AI flags suspicious review patterns — sudden bursts of identical scores, coordinated negative campaigns — helping keep our ratings trustworthy and manipulation-resistant.

The Rating Formula

Community Average Rating
The straight mean of all user scores (1–10)
+
AI Sentiment Adjustment
Sentiment-weighted modifier derived from written review analysis
÷ 2
Hybrid Rating
The balanced score displayed on every ride page

For rides with fewer than 5 reviews, additional Bayesian smoothing is applied to prevent outlier scores from dominating.