Case study · AI Agents
The compliance report you can just ask
A multi-property hospitality group runs monthly compliance and QA audits across every hotel and department — but the numbers lived in multi-tab spreadsheets only a few analysts could navigate. caratRED built an AI agent that turns those reports into a conversation: anyone can ask in plain language and get the answer, without knowing a single report name, sheet or hotel code.
Client
Multi-property hospitality group
Scope
Compliance & QA reporting
Approach
Conversational AI agent
Status
Live in production
The challenge
The data was there. The answers weren’t.
Every property submitted detailed monthly compliance and QA scores, department by department. But turning that into an answer to a simple question — which hotel is slipping, which department is dragging a score down — meant knowing exactly where to look and how to work a spreadsheet.
Locked in spreadsheets
Monthly scores lived across multi-tab workbooks that only a handful of analysts could confidently navigate.
You had to know the structure
Getting an answer meant knowing the report name, the right sheet, the hotel code and the department layout.
Slow to insight
Comparing hotels, departments or months meant manual filtering and fresh pivot tables, every single time.
Reporting, not answering
Leaders received static reports — not answers to the specific question they actually had in the moment.
The solution
Ask in plain language. Get the answer.
caratRED built an AI agent that sits on top of the same compliance data and maps a natural question to the exact figures behind it. It handles four kinds of question — from running a report to spotting a trend — and answers each one directly, with the numbers to back it up.
Run reports on request
Generate a compliance report for any hotel, any month, or the whole group — on demand.
Compare performance
Rank hotels, find the best and worst performers, and compare any properties side by side.
Deep-dive departments
Pinpoint exactly which department is lifting or dragging a hotel’s score — and why.
Track trends over time
See whether a hotel or department is improving or slipping, month over month and quarter over quarter.
What you can ask
No report names. No hotel codes. Just questions.
Users ask in their own words and the agent maps the intent to the right data. A few real examples, by the kind of question — hotel names below are illustrative.
Run reports
Execution
- “Run the compliance report for Hotel A.”
- “Generate the February 2026 compliance report for Hotel B.”
- “Run this month’s compliance report for all hotels.”
- “Get me the latest compliance report.”
- “Generate a compliance report for last month.”
Compare hotels
Comparative analysis
- “Which hotel performed the best this month?”
- “Which hotels have the lowest compliance scores?”
- “Rank all hotels by compliance score.”
- “How is Hotel A performing compared to Hotel B?”
- “Which hotel got the highest QA score?”
Department deep-dive
Find the root cause
- “Which department is performing poorly in Hotel A?”
- “What is bringing down Hotel A’s overall score?”
- “Why is the Culinary department score low?”
- “Which departments achieved full compliance?”
- “Compare Facility Service between Hotel A and Hotel B.”
Track trends
Over time
- “Has Hotel A improved compared to previous months?”
- “Show me Hotel A’s performance trend.”
- “Which departments have maintained 100% compliance?”
- “What was the average compliance score in Q1?”
- “Compare this quarter with the previous quarter.”
Or just ask naturally
“How are our hotels performing?” · “Give me a compliance summary.” · “What are the major issues in this month’s report?” · “Where should we focus our improvement efforts?” · “What changed compared to last month?” · “Give me insights from the compliance report.”
How it works
From question to answer, in seconds
The agent turns a plain-language question into the exact figures behind it — mapping intent to data so no one has to learn the report structure.
1
Ask
Type or speak a question in plain language — no report names or hotel codes required.
2
Interpret
The agent works out the intent — which hotels, departments, period and metric you mean.
3
Locate & compute
It maps that intent to the right report and rows, then calculates scores, rankings and trends.
4
Answer
You get a clear, direct answer with the numbers behind it — and can follow up in the same conversation.
What it delivers
Answers for everyone, not just analysts
Anyone can self-serve
GMs, owners and department heads get answers directly, without waiting on an analyst to build a report.
No structure to learn
Ask in your own words — the agent handles report names, sheet layouts, hotel codes and department mapping.
Faster decisions
Comparisons and trends that used to take manual pivoting now come back in seconds, right when they’re needed.
One source of truth
Every answer is computed from the same underlying reports, so the numbers are consistent no matter who asks.
Part of caratRED AI Agents
This compliance agent is one of caratRED’s AI Agents — automations that act inside your real systems and report on what they do. Born from the finance and operations processes we map, they take over the manual steps and show their work. Explore AI Agents →