Customer Support and Voice AI
AI receptionist for small business: calls, bookings and handoffs
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Reviews & Feedback
AI Customer Feedback Intelligence for Restaurants & Food
Diner reviews, reservation notes and call transcripts grouped into themes you can read after service, not during it.
Diners tell you everything, in Google reviews, reservation notes, surveys and phone calls, but nobody has time to read it all during service. This edition groups that feedback into themes such as wait times, a particular dish or allergen questions. You get a clear weekly report after service, plus an alert when a theme starts to grow at one of your locations.
- Reviews, surveys and calls grouped into weekly diner themes
- Recurring issues spotted by dish, service or location
- 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 Restaurants & Food groups what diners say in Google Business Profile reviews, reservation notes, surveys and call transcripts into themes such as wait times, a particular dish, or menu and allergen questions. It reports weekly and alerts you when a theme grows. Reports land after service, not during it.
Why businesses buy it
In a restaurant, reputation moves fast. One slow Friday or an inconsistent dish can show up in reviews for months. Managers hear about problems, but rarely see the pattern across shifts and locations. This edition reads every source consistently and gives you a short list of what diners keep mentioning. The written scope sets out the review, survey and call sources, the report format and the alerts before you order.
Problems this solves
Reviews mention the same dish or wait, but scattered across sites
Google Business Profile reviews, reservation notes, surveys and call transcripts are grouped into themes. A problem with one dish or with wait times shows up clearly in one place.
Allergen and menu questions keep coming up by phone
Menu and allergen questions form their own theme in the Restaurants & Food set. You can see how often they arise and update menus or booking pages to match.
Owners have no time to read feedback during busy service
Reports arrive weekly after service, not during it. Alerts fire when a theme grows, so owners and head chefs can review what matters at a quiet moment.
A good fit if
During service nobody can read every review, call or reservation note, and patterns only surface when a regular mentions them.
The same menu or allergen questions keep coming in by phone, and you suspect the published menu is unclear somewhere.
You want to know whether a complaint about waiting or a dish is a one-off or a trend across weeks.
You run more than one site or service, and want themes split by location, lunch or dinner, or order type.
Not the right fit if
You need replies drafted for each review. See AI Review Response Agent for Restaurants & Food.
Complaints need acknowledging and routing while service is on. See AI Customer Complaint Agent for Restaurants & Food.
Calls and reservations go unanswered during service. See AI Voice Receptionist for Restaurants & Food.
Only free-text survey answers need analyzing. See AI Survey Analysis.
How it works
- Up to three read-only sources are connected, for example Google Business Profile reviews, your reservation platform, and call transcripts from your telephony or POS exports.
- Up to 25 diner themes are agreed, starting from the Restaurants & Food template: reservations, menu and allergen questions, ordering, food, service and value.
- Each review, note or call is matched to a theme, and where the data allows, to the site, the service period or the order type.
- Menu and allergen questions are grouped by the item asked about, showing where your published menu may need clearer wording; the build itself never gives allergen advice.
- A weekly report lands after the weekend in the channel you chose, with up to five alerts, such as wait-time complaints rising at one site.
- Before launch, themes are checked against three months of your reviews and notes.
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 Google Business Profile, your reservation platform, and call transcripts or POS exports, up to three sources.
- A customer or guest list with any regular or membership flags you keep.
- Your published menu and allergen information, so menu themes map to real items.
- Your service standards or guest-recovery playbook, for suggested follow-ups.
- At least three months of reviews, notes or transcripts.
- Report recipients, the delivery 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; diner themes, sites and sources agreed.
Weeks 1–2
Reviews, reservation platform and call or POS data connected read-only.
Week 3
Menu items mapped to themes; weekly report drafted.
Weeks 3–4
Themes checked against three months of diner feedback.
Week 4
Your review, then two rounds of changes.
Go-live
Live, handoff recorded, 30 days of support.
| 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 Restaurants & Food configured and deployed
- A restaurant feedback theme taxonomy and weekly report template
- Read-only connections to up to three sources, such as reviews, reservations and surveys
- One dashboard or recurring report with up to five alerts
- A test report using restaurant 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 you fix the dishes and moments that guests mention most.
- Can cut repeat phone questions by showing what to answer on your menus.
- Google Business Profile rating
- Compare your average rating for the quarter before launch with the quarter after you act on themes.
- Mentions of wait times
- Track the weekly count in the report before and after changes to service or staffing.
- Menu and allergen calls
- Count these calls in your phone log or call transcripts for a month before and after menu updates.
Before you start: Record your current review ratings and the complaints staff hear most. Note how many menu or allergen calls come in each week.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
Running costs
You pay once for the build. It then costs roughly $20 to $150 a month in your own accounts for AI model usage and hosting or scheduling, depending on how many reviews, notes and calls come in.
Reservation, POS and telephony fees stay with your current providers, and AI usage during build and testing is billed to you.
Ask about running costsCustom requirements
Adding delivery-app reviews as a fourth source, separate reports per site, or more than 25 themes needs a written Change Quote. Add a note at checkout to receive one. Larger or bespoke projects go through the Custom AI request form instead.
Request a custom versionKeep it running
Monthly maintenance covers monitoring, fixes, updates, a health report and change hours for things such as a new menu or a seasonal theme. The hours scale with your build. Maintenance begins 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 review management tool bills monthly per location | A hospitality consultant charges per audit | Ours is one fixed price, shown before you buy |
| Sources | Public reviews only | A sample of visits | Ours reads reviews, reservation notes and call transcripts together |
| Menu questions | Not tracked | Noted anecdotally | Ours groups menu and allergen questions by item |
| Timing | Notifications during service | A report weeks later | Ours reports weekly and alerts when a theme grows |
Questions about this product
Which restaurant feedback sources can it read?
Up to three read-only sources. Most restaurants connect Google Business Profile reviews, their reservation platform's notes and feedback, and call transcripts or POS exports. Delivery-app reviews or a separate survey tool would be a fourth source and need a written Change Quote before they are added.
Does it give diners allergen advice?
No. It never contacts diners or answers questions. It groups the menu and allergen questions diners have asked, by the item concerned, so you can see where your published menu may be unclear. Any change to menu wording or allergen information stays with your kitchen and management team.
Can themes be split by site or by service?
Yes, where the source records it. A reservation carries the site and time, so feedback tied to a booking can be split by location and lunch or dinner. Reviews usually carry the location only. Comments without those details are still themed, just without the split.
Will it reply to Google reviews for us?
No. This build reads and reports; it does not post. If you want replies drafted for approval, AI Review Response Agent for Restaurants & Food does that job. Ordered together, the themes show the pattern while the reply build answers each review.
What does restaurant feedback analysis cost each month?
Roughly $20 to $150 a month in your own accounts for AI model usage and hosting or scheduling. A single site with modest review volume sits near the lower end; several busy sites with call transcripts push it higher. The build itself is a one-time payment.
How soon can the Restaurants & Food feedback themes start?
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. Have your menu, source access and three months of reviews ready, because intake is due within 72 hours of ordering.
Guides on this topic
All guides Read the room after service, every week.
Order AI Customer Feedback Intelligence for Restaurants & Food and reviews, reservation notes and calls become clear weekly diner themes you can read after service and act on.
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