Customer Support and Voice AI
AI receptionist for small business: calls, bookings and handoffs
What an AI receptionist does on a real call, the rules that apply, a sample greeting and a pass/fail checklist to launch one safely.
Front Line
AI Customer Complaint Agent for Restaurants & Food
Diners who complain during a busy service hear back at once, and allergen concerns reach a manager first.
Diners complain at the worst possible moment: in the middle of a busy service, when nobody can stop to reply. This agent answers straight away, finds the booking or order, and sorts the complaint as food, service, booking, delivery or allergen. Allergen concerns always go to a manager first. Everything else reaches the right person with the details attached, ready for a proper response.
- Diners answered during service, even when the floor is full
- Allergen concerns flagged to a manager before anything else
- Each complaint matched to its booking or order
$6,400
20–30 working days
Optional maintenance $320/mo
What it is
AI Customer Complaint Agent for Restaurants & Food answers a diner's complaint the moment it arrives, even mid-service when nobody can stop to reply. It checks the booking on your reservation platform, sorts the complaint as food, service, booking, order or allergen, and routes it, with allergen concerns flagged to a manager.
Why businesses buy it
A restaurant lives on reputation, and a complaint ignored overnight often reappears as a public review the next morning. Managers cannot read messages during service, and by the next day the details are fuzzy. After launch, every diner hears back at once, allergen concerns are escalated without delay, and managers see a clear summary when they have a moment to act. The Scope Card sets the channel, systems and routing rules before you order, so your team knows which complaints come to them and in what order.
Problems this solves
Diner complaints arrive mid-service when nobody can stop to reply
The agent answers a complaint the moment it arrives, even in the middle of service. It checks the booking on your reservation platform, so the reply refers to the right visit.
Allergen concerns get lost among routine feedback
Each complaint is sorted as food, service, booking, order or allergen. Allergen concerns are flagged straight to a manager on duty and are never handled as routine feedback.
Managers hear about bad nights only when the review goes live
Complaints are routed to the right person under the Restaurants & Food routing template. Managers can respond while the guest is still willing to talk.
A good fit if
Complaints come in by email or message during service, and by the time anyone replies the diner has already posted a review.
Your managers want to hear about a cold dish or a long wait the same evening, not the next week.
Allergen-related complaints must always reach a senior person immediately, whatever else is happening.
Bookings run through a reservation platform you can connect, alongside a helpdesk such as Zendesk.
Not the right fit if
Your main gap is replying to public reviews on Google. See AI Review Response Agent for Restaurants & Food.
You mostly miss reservation and menu calls rather than complaints. See AI Voice Receptionist for Restaurants & Food.
You want trends across diner feedback for the kitchen and floor teams. See AI Customer Feedback Intelligence for Restaurants & Food.
You need diners' menu and booking questions answered in general. See AI Customer Support Agent for Restaurants & Food.
How it works
- The diner gets a reply right away, in your restaurant's voice, so a complaint sent from the table or the car park is not left hanging.
- The booking is found. Your reservation platform shows the party, the date and the time of the visit, so the manager knows which service it was.
- It is categorized with the Restaurants & Food template: food quality, service, booking, takeaway or delivery order, allergen concern, or your own list.
- Allergen concerns skip the queue. Any complaint mentioning an allergen or reaction is marked highest urgency and sent straight to the manager you named. The agent never gives allergen advice itself.
- Everything else is routed by urgency and tone to the general manager, kitchen lead or head office, with a summary and the reason for that route.
- Each complaint is tagged by category and service, so repeated issues with one shift or one dish show up in your reporting.
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.
- Access to your reservation platform and admin access to your helpdesk.
- Your published menu with allergen information, and your complaint policy.
- The manager who must receive every allergen-related complaint, with a backup.
- Your complaint categories and who handles each one.
- Ten real diner complaints, including at least one about a booking.
- Admin access and API keys for both systems, never sent by email.
- One decision-maker, often the owner or operations manager.
- A rough count of your current help articles, FAQs and saved replies, so we can check there is enough source content to answer from.
- 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 checked; allergen route and categories confirmed.
Weeks 1–2
Diner acknowledgement, booking lookup and categories built.
Week 3
Reservation platform and helpdesk connected.
Weeks 3–4
Fifty restaurant complaint scenarios tested, allergen cases first.
Week 4
Your review; two rounds of changes.
Go-live
Live for diner complaints; recorded handoff; support begins.
| Option | Delivery time | Price |
|---|---|---|
| Standard | 20–30 working days | $6,400 |
| Express | 15–25 working days | $7,350 |
| Rush | 10–20 working days | $8,300 |
What you receive at handover
- The Restaurants & Food complaint agent on one agreed channel, linked to systems such as your reservation platform
- Restaurants & Food complaint intent library and routing rules, including allergen escalation
- Up to six workflows with your approval rules
- Test report built on 50 documented restaurant scenarios
- Admin guide, recorded 60-minute handoff session and 30 days of post-launch support
Expected benefits and how to measure them
- Diners can hear back quickly, even on the busiest night.
- Allergen concerns can reach a manager without delay.
- Complaint categories can show whether issues sit with food, service or bookings.
- Reply time on complaints
- Compare average time to first reply on complaints in your inbox or booking platform for four weeks before and after launch.
- Allergen escalation time
- Check the routing log for time between an allergen complaint arriving and a manager being alerted.
- Complaints by category
- Review monthly totals by food, service, booking and order to see where fixes are working.
Before you start: Note a month of complaints with when they arrived, how long a reply took and what they were about.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
Running costs
You pay for the build once. Afterwards, AI model usage and hosting run roughly $50 to $250 a month in your own accounts, separate from your reservation platform and helpdesk fees.
The usage generated while we build and test is billed to you too, so every provider account remains in your restaurant's name.
Ask about running costsCustom requirements
Several sites with separate managers and rules, a third system such as POS exports, or a second language need a Change Quote. Add the note at checkout for a written quote.
Request a custom versionKeep it running
Monthly maintenance covers monitoring, fixes, updates, a health report and change hours, such as a new menu's allergen details or a new site manager. It starts after the post-launch support period, bills monthly and can be cancelled any month. Unused hours do not roll over.
$320/mo (5% of the build price a month, includes 3 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 | Restaurant guest platforms bill monthly per location | A reputation agency bills a retainer | Ours is one fixed price, shown on this page before you buy |
| During service | Messages wait until after close | Depends on agency hours | Ours acknowledges and routes immediately |
| Allergen concerns | Treated like any other ticket | Depends on who reads it | Ours always flags them to your named manager first |
| Delivery | Depends on setup | Weeks to onboard | Ours has a fixed delivery time shown before you buy, with faster options |
Questions about this product
How does the restaurant complaint agent handle an allergen complaint?
It acknowledges the diner, marks the complaint highest urgency and sends it straight to the manager you named and the backup you listed. It never offers allergen or medical advice. Your published menu is used only to understand the complaint, not to reassure the diner.
Can AI Customer Complaint Agent for Restaurants & Food reply to a Google review?
No. It handles complaints sent to you directly, through the channel you choose. Review replies are a separate job; see AI Review Response Agent for Restaurants & Food, which drafts replies to public reviews for your approval before anything is posted.
Will it offer a free meal or a refund to an unhappy diner?
No. Goodwill gestures stay with your managers. The agent acknowledges the complaint, explains that a manager will follow up, and passes it on with a summary and the booking details. Your team then decides what to offer, based on your own policy.
What if the complaint is about a takeaway or delivery order?
It is categorized as an order complaint and routed to whoever handles orders. Booking details come from the reservation platform; if you want order details attached automatically, POS exports would be a third system and need a Change Quote. Otherwise the diner's description travels with the ticket.
What does the restaurant complaint edition cost, and can it be faster?
One fixed price covers the whole build and is shown on this page before you buy, with express and rush delivery listed beside it at a set extra cost. AI usage and hosting of roughly $50 to $250 a month are billed to you.
We have three restaurants. Can complaints go to each site's manager?
Routing by site is possible when the complaint or booking shows which restaurant it concerns. If each site needs different categories, contacts and rules, that goes beyond the Scope Card; the Multi-Location Setup add-on, or a Change Quote covers it before work starts.
Guides on this topic
All guides Answer the diner tonight, not next week.
Order the restaurant edition and every diner who complains hears back straight away, with allergen concerns sent to a manager first and every complaint logged.
Works well with
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Drafts on-brand replies to Google and platform reviews for approval.
Reviews & Feedback
AI Customer Feedback Intelligence
Groups feedback from surveys, tickets and calls into clear themes.
Inbound
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Answers calls, handles common questions, takes messages and transfers callers.