Pull and analyze hotel reviews from Booking, Expedia, Tripadvisor

Scrapes guest reviews from Booking, Expedia, and Tripadvisor, then uses AI to summarize themes and suggest improvements.

How the work actually flows

It branches. Every path runs; all paths must finish before it continues.

Pattern: Parallel Split (2) ยท Synchronisation (3)

flowchart TD trig(("manual run or scheduled trigger")):::human s0["collect guest reviews"]:::svc s1["structure review data"]:::task s2["analyze themes with ai"]:::task s3[("store analysis in database")]:::store trig --> s0 s1 --> s2 s2 --> s3 gx{"+ which platforms to pull from"}:::gate s0 --> gx p00["pull reviews from booking"]:::task gx -->|"scrape booking reviews"| p00 p10["pull reviews from expedia"]:::task gx -->|"scrape expedia reviews"| p10 p20["pull reviews from tripadvisor"]:::task gx -->|"scrape tripadvisor reviews"| p20 jn{"+ combined review data"}:::gate p00 --> jn p10 --> jn p20 --> jn jn --> s1 out[/"organized reviews with ai insights"/]:::out pay{{"spot guest trends without reading everything"}}:::pay s3 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff
A stepAn outside serviceA personA record or sheetEvery pathWaits for allResultPayoff
Build size
Advanced

A larger build with multiple systems, AI reasoning, and custom rules.

Business functions
Web Scraping & Data CollectionAPI & Webhook IntegrationScheduling & Calendar
Connects
Booking.comExpediaTripadvisorApifyGoogle GeminiNocoDB
Featured in

The problem it solves

Guest feedback about your hotel is scattered across Booking, Expedia, and Tripadvisor, and reading through all of it to spot real patterns takes hours you don't have. Without that analysis, recurring complaints or praise go unnoticed and nothing changes.

Who it fits

A hotel owner or manager who wants to understand guest feedback across booking platforms without reading every review by hand.

How it works

  1. The automation is started manually or by a scheduled trigger
  2. It scrapes new reviews from Booking, Expedia, and Tripadvisor for your hotel
  3. Each review's rating, text, and details are structured and organized
  4. AI analyzes the reviews for common themes and improvement ideas
  5. Everything is stored in NocoDB for easy reference
What you get

Guest feedback themes summarized across every platform

You get a clear summary of what guests are saying across Booking, Expedia, and Tripadvisor, with common themes and improvement ideas pulled out for you.

What you get

An organized database of guest reviews with AI-generated summaries of what guests like and dislike.

What you need

An Apify account for scraping, a Google Gemini API key, and a NocoDB account.

We can build this. But should you?

The hard question is not how to build it. It is whether this is the right thing to build first.

That is what a Fractional Chief AI Officer figures out with you, before anyone writes a line of code.

Let's Talk Strategy

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