The reliable spine
The non-AI spine is the review pipeline: pulling every review from Google, TripAdvisor and the OTAs into one place, the alerting rules, and the score tracking over time.
Hospitality (Hotels & Restaurants)
Protect the review score
The average score on Google, TripAdvisor and the booking sites directly decides OTA rank and the rate the property can charge, yet nobody owns it, so a run of bad reviews quietly costs bookings for weeks before anyone reacts and a recurring cause (slow check-in, room cleanliness, food quality, an air-conditioning complaint) festers unseen.
Who has it
Hotels and resorts and restaurants, QSR and cafe chains most, where the score sets OTA rank and walk-in reputation; banquets, catering and events for venue reputation; cloud kitchens for aggregator ratings.
What we build
One place that pulls in every review across Google, TripAdvisor and the OTAs, groups complaints by theme to expose the real causes, alerts the owner fast to a bad one so the cause is fixed and a reply posted while it still matters, drafts a courteous reply a person edits and posts, and nudges happy guests to review after checkout.
What is automated, where AI helps, who signs off
Automation for the routine. A person on every decision that matters.
Where AI helps
AI groups the free-text complaints by theme to expose the recurring cause and drafts a courteous reply, which a person edits and posts; it never owns the number, the approval, the promise or the decision.
Who signs off
A named person signs off anything touching money, stock, a customer promise, a regulated filing, a payment, a price, a credit decision or a people decision.
What changes day to day
A quality or service issue is heard in days, not a quarter; the score climbs, lifting OTA rank and the achievable rate; the property presents as capably as it performs.
Illustrative outcome
A rising review score over a few months meaning a better OTA rank and a measurably higher achievable rate. Illustrative; final numbers come from your own data.
Illustrative; final numbers come from your own data.
Path to the build
How this one gets built.
Book a free 60-minute call, then a free Blueprint on the firm's own records. Deep-dive and build, followed by run and govern so the workflow keeps paying back.
Related builds
What tends to pair with this one.
Same industryAsk your data in plain EnglishSee what we buildSame industryLicence file, GST and compliance on a calendarSee what we buildSame industryConnected data layer: front desk, POS, banquet diary and accountsSee what we buildAgri-Inputs & AgritechReviews, brand and the local digital front doorSee what we buildAgri-Processing & CommoditiesContaminant, adulteration and quality-complaint listeningSee what we buildAuto Components & AncillaryAn up-to-date capability and quality packSee what we build
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