Guest Review Analysis

Guest Review Analysis That Shows What Guests Really Think

Every week, your guests leave detailed feedback across Booking.com, Agoda, TripAdvisor, Expedia, Hotels.com, Priceline, and Traveloka. Most independent hotels read these reviews one by one — and do nothing systematic with the intelligence they contain.

Not just a review aggregator. A reputation intelligence engine — built for independent hotels that cannot afford to ignore what the internet says about them.

$79 / property / month · $69 annual
app.hotelintel.ai/reviews
8.7
Overall Sentiment
▲ 0.3 vs last quarter
847
Reviews Analysed
▲ 23 this week
+0.4
vs Compset Avg
▲ Ahead
Top Topics by Mention Volume
Location
92%
Breakfast
88%
Staff
85%
Cleanliness
79%
Service Speed
41% ↓
⚡ AI Review Insight — Top Strength
"The breakfast here is absolutely incredible — fresh, generous, and the staff remembered exactly how I like my coffee on day two." → Breakfast sentiment: 88% positive across 134 mentions this quarter.
The Reputation Gap

Your online reputation is being written every day. Most hotels read it. Very few actually manage it.

A single negative review about slow service or a noisy room costs you bookings — not because one guest had a bad experience, but because the next hundred guests read it before they decide. The problem is not the review. The problem is not knowing it represents a pattern until the pattern is too established to easily fix.

Guest Review Analysis surfaces those patterns before they compound. When "service speed" starts trending negative across 30 reviews on three OTAs, you see it as a signal — not as individual complaints you happened to notice on a Tuesday.

And when 97% of your guests are leaving 5-star mentions of your restaurant, you see that too — and turn it into content, into positioning, into a reason to raise your F&B revenue.

⚠ Pattern Detected — Action Required
"Service speed" has appeared in 31 reviews over the past 6 weeks — across Booking.com, Agoda, and TripAdvisor. Positive sentiment on this topic has dropped from 74% to 41%. This is trending toward a structural guest experience issue, not isolated incidents. Recommended action: review F&B service workflow for breakfast period (7–9am peak).
✦ Opportunity Identified
97% of reviews mentioning your restaurant rate it positively — with specific praise for breakfast variety and personalised service. This is your strongest differentiator vs. compset. Recommendation: feature restaurant photography and guest quotes prominently in your OTA listing and direct booking engine hero.
What's in the Dashboard

Every dimension of your guest reputation. In one place. Updated automatically.

📊
Sentiment Overview
Your overall guest satisfaction score — calculated from all reviews across all connected OTAs, AI-weighted by recency and review volume.
  • Overall sentiment score and trend
  • Review volume over time
  • Rating distribution (1–5 stars)
💬
Topic Analysis
The AI reads every review and extracts specific topics guests mention — then scores sentiment for each individually. High-volume, declining-sentiment topics are flagged automatically.
  • Topics by mention volume
  • Positive % per topic
  • Trend direction with alerts
📈
Rating Trends Over Time
Your rating is a snapshot. Your rating trend is the story. Track movement month-by-month across each OTA and correlate shifts with operational changes or seasonal patterns.
  • Monthly trend line across all OTAs
  • Per-OTA rating comparison
  • Review volume trend
🏆
Competitive Positioning
How does your sentiment compare to your direct competitors? Benchmark your scores against up to 5 compset properties — by topic, by OTA, and over time.
  • Your score vs. competitor average
  • Topic-level competitive gaps
  • OTA performance comparison
🌍
Guest Profile Analysis
Where your reviewers come from shapes everything. Break sentiment and volume down by nationality and reviewer type to understand who gives you your best scores — and why.
  • Review volume by nationality
  • Sentiment by reviewer type
  • ADR by guest segment
Competitive Positioning

The insight that surprises most hoteliers most.

Know exactly where you're beating your compset — and where they're beating you. Topic by topic. OTA by OTA. Month by month. This is the feature most independent hotels have never had access to before.

Sentiment vs. Compset — Top Topics
Your Hotel
8.7
+0.4
Competitor A
8.3
Competitor B
7.9
Competitor C
8.1
⚡ You outperform your compset on Location (+0.8) and Breakfast (+1.2) — but trail on Service Speed (−0.6). This gap is addressable.
Data Coverage

7 OTA platforms. Every review. Automatically.

Full review history on initial crawl. New reviews captured automatically — typically within 24 hours of posting.

🟦
Booking.com
🟧
Agoda
🟩
TripAdvisor
🟨
Expedia
🟥
Hotels.com
Priceline
🟦
Traveloka
FAQ

Questions answered

Does this require my PMS to be connected?
No. Guest Review Analysis works independently of the BI dashboard — it pulls data from OTA review platforms, not your PMS. You can activate it on any plan, with or without a PMS integration.
Which OTAs are covered?
Booking.com, Agoda, TripAdvisor, Expedia, Hotels.com, Priceline, and Traveloka. Additional platforms will be added as the integration library expands.
How often are new reviews captured?
New reviews are crawled and AI-enriched automatically. Most new reviews appear in your dashboard within 24 hours of posting on the source platform.
How does competitive benchmarking work?
You specify up to 5 competitor hotels at setup. HotelIntel crawls and enriches their reviews using the same AI pipeline as your own — so the sentiment comparison is methodology-consistent, not a comparison of different scoring approaches.
What's the difference vs. monitoring ratings manually?
Manual rating monitoring tells you your score. Guest Review Analysis tells you why your score is what it is, how it is trending at topic level, how it compares to your compset, and what your guests are saying that you can turn into marketing content. The difference is between knowing a number and understanding a pattern.

Your guests are generating intelligence about your hotel every week.
Start using it.

Every review is a data point. Every topic mention is a signal. Every competitive gap is an opportunity. Guest Review Analysis turns the reviews you are already receiving into a strategic advantage — automatically.