RoamAIo
AI Rating Intelligence

What's the hotel's
real rating?

Google says 4.2. MMT says 3.8. TripAdvisor says 4.5. Who's right? RoamAIo aggregates all platforms into one honest, weighted composite score — and explains why they differ.

Google Maps · 30%
Booking.com · 25%
TripAdvisor · 20%
MakeMyTrip · 15%
Agoda · 10%
Search any hotel

Powered by RoamAIo AI · Results are AI-estimated aggregates, not live platform data

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How it works

Why do ratings differ
across platforms?

Each platform attracts a different type of reviewer and uses a different measurement methodology. The same hotel can look "Good" on one and "Excellent" on another — here's why.

🧑‍💼 Reviewer demographics differ

MakeMyTrip users are predominantly Indian domestic tourists who may rate value differently than Booking.com users, who include a large share of European and international business travellers.

📊 Rating scales aren't the same

MMT uses 0–5 stars; Google uses 1–5; Booking.com uses 0–10; TripAdvisor uses "bubble" ratings from 1–5. Normalising these to a common scale is essential for fairness.

✅ Verified vs. open reviews

Booking.com and MMT only allow guests with confirmed bookings to review — reducing spam and fake positives. Google allows anyone to leave a review, which widens the variance.

⏱️ Recency weighting varies

Some platforms downweight older reviews aggressively (TripAdvisor), while Google shows a lifetime average. A hotel that recently renovated may score better on time-weighted platforms.

📍 Category bias by market

Agoda primarily serves the Asia-Pacific market; its reviewers place higher weight on service and cleanliness over design or local character — factors weighted differently elsewhere.

⚖️ Our composite methodology

We weight Google highest (30%) for volume and breadth, Booking.com second (25%) for verified reviews, then TripAdvisor (20%), MMT (15%), and Agoda (10%) — all normalised to /10.