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Reviews & Feedback
AI Customer Feedback Intelligence for Hotels & Hospitality
Guest surveys, in-stay messages and call notes grouped into themes your lean front-desk team can act on each week.
Guests tell you what they think in post-stay surveys, WhatsApp messages and calls to the front desk, and by the time it shows up in an online review, it is too late. This edition groups that feedback into named themes, such as check-in waits or room temperature, and reads them against stay details. Your team gets a clear weekly picture and an alert when a theme grows.
- Guest feedback grouped into clear weekly themes
- Themes tied to stay details from your property system
- Alerts when a complaint theme starts to grow
$3,900
20–30 working days
Optional maintenance $249/mo
What it is
AI Customer Feedback Intelligence for Hotels & Hospitality groups what guests say in post-stay surveys, WhatsApp messages and call notes into named themes, such as check-in waits or room temperature, and reads them against stay details from your property management system. Alerts flag a theme that is growing. Your team sees what to fix first.
Why businesses buy it
In hospitality, small irritations become public reviews quickly, and reviews shape future bookings. Front-desk teams hear the same complaints again and again, but there is rarely time to step back and see the pattern. This edition does that reading for you and turns scattered comments into a short list of fixes. The written scope sets out the feedback sources, the property system connection and the weekly report before you order.
Problems this solves
Guests mention the same issue but no one connects the dots
Post-stay surveys, WhatsApp messages and call notes are grouped into named themes, such as check-in waits or room temperature. A recurring complaint becomes visible as one theme.
Managers cannot tell which rooms or stay types drive complaints
Themes are read against stay details from your property management system. A pattern tied to certain room types or dates can be traced and fixed.
Operations hears about a rising problem only after reviews go public
Alerts flag a theme that is growing, sent to email, Slack or a web dashboard. Your team sees what to fix first, before more guests are affected.
A good fit if
Guest comments arrive through surveys, WhatsApp, the phone and public reviews, and the front desk is too busy to see the pattern.
Managers hear the same complaint twice in a week and wonder whether it is a trend or bad luck.
You want themes broken down by room type, length of stay or booking source, using details already in your PMS.
You want a short weekly view of what guests are saying, ahead of the next owner's meeting.
Not the right fit if
You need replies to guest reviews drafted for approval. See AI Review Response Agent for Hotels & Hospitality.
Each complaint needs acknowledging, categorizing and routing as it arrives. See AI Customer Complaint Agent for Hotels & Hospitality.
You want reviews analyzed and responses drafted in one smaller build. See AI Hotel Review Agent.
Booking and channel figures matter more than what guests say. See AI Data Analyst Agent for Hotels & Hospitality.
How it works
- Up to three read-only sources are connected, usually your survey or WhatsApp message history, your PMS via API for stay details, and one more such as your booking engine.
- Up to 25 guest themes are agreed with you, starting from the Hotels & Hospitality template: pre-arrival, check-in, in-stay requests, upgrades and departure.
- Each comment is matched to a theme and, where the stay can be identified, to the room type, length of stay and booking source from the PMS.
- Recurring in-stay requests, such as extra towels or late checkout, are counted as themes so housekeeping and front desk can plan around them.
- A weekly report or dashboard goes to the channel you chose, with up to five alerts, for example when complaints about one room type rise.
- Before launch, themes are checked against three months of guest feedback.
What you provide within 72 hours
Your portal lists these the moment you order. Delivery starts the working day after everything is in and your access is checked.
- Read-only access to your guest survey tool or WhatsApp message history, and to your PMS.
- A guest list or account export with stay dates, plus any loyalty or repeat-guest flags you keep.
- Your service standards or guest-relations playbook, so suggested follow-ups match what you already do.
- The themes you already watch, such as check-in, cleanliness or noise.
- At least three months of guest feedback.
- Who receives the weekly report, on which channel, and one approver.
- An API key for your own AI model account (for example OpenAI or Google Gemini), created for this build with a spending limit.
The 72-hour rule. Send everything on your checklist, including access, within 72 hours of ordering so your build starts on time.
Timeline
Start
Intake verified; guest themes and feedback sources agreed.
Weeks 1–2
Survey or WhatsApp history and PMS connected read-only.
Week 3
Comments matched to stays; weekly guest report drafted.
Weeks 3–4
Themes checked against three months of guest feedback.
Week 4
Your review and two rounds of changes.
Go-live
Live, handoff recorded, support begins.
| Option | Delivery time | Price |
|---|---|---|
| Standard | 20–30 working days | $3,900 |
| Express | 15–25 working days | $4,600 |
| Rush | 10–20 working days | $5,250 |
What you receive at handover
- AI Customer Feedback Intelligence for Hotels & Hospitality configured and deployed
- A hospitality feedback theme taxonomy and report template
- Read-only connections to up to three sources, such as surveys, messaging and your PMS
- One dashboard or recurring report with up to five alerts
- A test report using hotel scenarios and three months of your history
- An admin guide, the recorded 60-minute handoff session and 30 days of post-launch support
Expected benefits and how to measure them
- Helps operations fix the issues guests mention most.
- Makes it easier to link guest comments to specific rooms, dates or services.
- Post-stay survey score
- Compare average scores for the quarter before launch with the quarters after you act on themes.
- Mentions of the top complaint theme
- Track the monthly count in the report after the fix is made.
- Public review rating
- Compare your average rating on your main review sites over the same periods.
Before you start: Record your current survey score and review ratings. List the complaints your team believes guests raise most.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
Running costs
The build is a single payment. Afterwards it runs at roughly $20 to $150 a month in your own accounts for AI model usage and hosting or scheduling; busy seasons with more guest messages sit higher in that range.
PMS, survey and WhatsApp costs stay with your existing providers, and AI usage during build and testing is billed to you.
Ask about running costsCustom requirements
Pulling in public review sites as a fourth source, reporting several properties separately, or more than 25 themes needs a written Change Quote. Add a note at checkout and we send it to you. Larger or bespoke projects go through the Custom AI request form instead.
Request a custom versionKeep it running
Monthly maintenance includes monitoring, fixes, updates, a health report and change hours for things such as a new seasonal theme or an updated alert. The hours scale with your build. Maintenance starts after the 30 days of support.
$249/mo (the minimum fee, includes 2 change hours)
Optional. Starts after the post-launch support period. Cancel any month.
How maintenance worksHow this compares
| Do it yourself with a SaaS tool | Hire a custom agency | Upmark Labs | |
|---|---|---|---|
| Price | A guest experience platform bills monthly per property | A mystery-guest or research firm charges per study | Ours is one fixed price, shown before you buy |
| Sources | Usually its own surveys only | A sample of stays | Ours combines surveys, messages and PMS stay details |
| Breakdown | By property | By study question | Ours splits themes by room type, stay length or booking source |
| Alerts | Score drops | None between studies | Ours alerts when a guest theme grows past your threshold |
Questions about this product
Which guest feedback sources can the hotel edition read?
Up to three read-only sources. Most hotels connect their guest survey tool or WhatsApp message history, the PMS for stay details, and one more such as the booking engine or a sheet of call notes. Public review sites would be a fourth source and need a Change Quote.
Can themes be split by room type or booking source?
Yes, when a comment can be matched to a stay in your PMS, for example through the reservation or the guest's contact details. Themes can then be read by room type, length of stay or booking source. Comments that cannot be matched are still themed, just without that breakdown.
Does it reply to guests or post review responses?
No. This build reads feedback and reports themes; it never messages guests or posts replies. For drafted replies to reviews, see AI Review Response Agent for Hotels & Hospitality and for routing complaints as they arrive, see AI Customer Complaint Agent for Hotels & Hospitality.
How are recurring in-stay requests treated?
As themes in their own right. Requests such as extra pillows, late checkout or room changes are counted and trended, so you can see which ones rise at certain times or in certain room types. That helps housekeeping and the front desk plan staffing and stock.
What does hotel guest feedback analysis cost to run?
Roughly $20 to $150 a month in your own accounts for AI model usage and hosting or scheduling. A larger property with heavy WhatsApp traffic sits nearer the top of that range. The build is a one-time payment, and maintenance is optional.
When can the hotel feedback themes go live?
The clock starts once your intake is complete and verified. Your fixed delivery date for standard, express or rush is shown before you buy, and faster speeds keep the same scope, testing and handoff. Gather PMS access and three months of guest feedback before ordering, since intake is due within 72 hours.
Guides on this topic
All guides Know what guests keep telling you before the next review says it.
Order AI Customer Feedback Intelligence for Hotels & Hospitality and surveys, messages and call notes become weekly guest themes tied to stays, so you fix issues before the next review.
Works well with
Hotels & Hospitality
AI Hotel Guest Support Agent
Handles pre-arrival and in-stay guest questions across channels.
