Restaurant automation: what to automate first
Published by Aidan Chau · Published · Updated
A guide to choosing a restaurant automation trial: check scope, permissions, possible harm and staff fallback before comparing jobs with an illustrative worksheet.
Choose a first automation project by checking the job, the consequences of a mistake, and the staff response before comparing time or cost. A repeated task is worth investigating, but repetition alone does not make it safe or useful to automate. Use the checks below to decide which jobs are ready for a trial, then use the worksheet to compare those jobs.
This guide separates software tasks, such as routing a call or sending an order, from physical tasks, such as preparing food or cleaning a floor. For either kind, confirm the exact product, account access, installation, training, contract and way to stop the work safely. Do not assume that software is cheap to change or that a person can take over in time.
Which jobs and tools should you investigate?
The examples below show published product scope and dated deployments, not a ranking or a promise that a tool fits your restaurant. The last two columns are proposed questions for your team and vendor; they are not measured effort or risk ratings.
| Job | Published example | What to confirm before a trial | Failure to plan for |
|---|---|---|---|
| Phone calls | Maple answering and Pro ordering; SoundHound ordering | Plan, routing, menu, supported connection and staff coverage | Wrong answer or order; staff cannot take the call |
| Order entry | Deliverect marketplace integrations | Supported marketplace and POS, menu mapping and ticket checks | Missing, wrong or duplicate ticket |
| Payments | Toast Go 3 handheld; Maple Pro phone payments | Approved device or phone workflow, access and provider test procedure | Wrong charge, exposed data or an unresolved payment |
| Reservations | OpenTable reservations with Maple Pro | Account, booking settings, policies and staff handoff | Wrong or missing booking |
| Scheduling | 7shifts sales and labor forecasts | Input data, local requirements and who approves the schedule | Understaffing or an unsuitable shift assignment |
| Inventory | Toast Retail invoice scanning, described as beta in its May 2026 release | Current availability and checks against invoices and received stock | Wrong quantity, cost or supplier order |
| Prep | Chipotle's Autocado and Hyphen tests announced in September 2024 | Site, food-handling procedure, training and safe stop | Unsafe product or an interrupted prep process |
| Cooking | Miso Flippy; Sweetgreen's dated Infinite Kitchen deployment | Current availability, site fit, installation, maintenance and safe operation | Injury, unsafe food or a station that cannot serve |
| Cleaning | Pudu CC1 Pro floor cleaning | Floor and route suitability, manufacturer procedure and staff checks | Unsafe floor or obstructed route |
What should you check for front-of-house jobs?
Phones. Confirm whether the quoted plan covers answers, transfers, orders or some combination. SoundHound says its agents take phone, drive-thru and kiosk orders and connect to the POS.
Maple's plans are Voice at $150/month billed monthly or $85/month billed yearly for answering, FAQs and call transfer, and Pro at $350/month billed monthly or $220/month billed yearly, which adds phone orders into a supported POS, reservations on OpenTable and secure payment over the phone.
Order entry. If staff re-key delivery-app orders into the POS, record the time and errors before choosing a change. Deliverect says it sends third-party marketplace orders straight into the POS from one dashboard.
Payments. Toast says its Toast Go 3 handheld takes tap, dip and swipe payments at the table. Review the consequences of a wrong charge, failed payment or exposed data before a trial. Agree on permissions and a provider-approved test method for payment failures and refunds; do not create live charges or unsafe failure conditions just to test a tool.
Reservations. Maple Pro books, changes and cancels OpenTable reservations over the phone. With the connection and booking settings confirmed, test a new booking, an unavailable time and a cancellation against your own policy. Check the recorded result and the staff handoff for requests the agent cannot complete.
Which back-office jobs are worth automating?
Scheduling. 7shifts says it uses historical sales and labor data to forecast staffing needs and warns about labor-rule problems as you build the schedule. Name the person who checks staffing, availability and applicable requirements before approving it. A review step is a control to test, not proof that the consequences of an error are small.
Inventory counts. Compare automated results with an approved manual count before relying on them. Nation's Restaurant News reported that Starbucks rolled out camera-based counting from NomadGo in September 2025, then ended it in May 2026; the later article cited Reuters reports of miscounts and mislabeled products. These are dated reports, not a test of another restaurant's setup.
Toast's May 2026 release described AI invoice scanning in beta for Toast Retail. Confirm its current availability. Treat invoice capture and physical stock counts as separate jobs, and check the fields you rely on against the source invoice and received goods.
What do kitchen and cleaning examples establish?
Miso's January 2025 release quoted its Flippy fry station at $5,400 per month with no upfront cost. That dated quote is not a current offer; ask for today's price, terms and site requirements. A Miso filing showed it in 13 White Castle and Jack in the Box restaurants in early 2025, Restaurant Dive reported.
Sweetgreen said in its December 29, 2025 release that Infinite Kitchen operated in more than 20 locations at that time. Chipotle began testing Autocado and a Hyphen bowl line in September 2024, one California restaurant each.
Nation's Restaurant News reported that Donatos opened an autonomous pizza store at the Columbus airport in June 2025; people still restock and clean it. The same publication reported that Picnic, which made a pizza-topping robot, shut down in May 2026.
For cleaning, Pudu lists sweeping, scrubbing, vacuuming and dust-mopping for its CC1 Pro, launched in May 2025. Confirm that the model and its operating procedure suit your floor, layout and service hours; these published functions do not establish safe unattended use in your restaurant.
Which jobs are ready to score?
Use these proposed checks before assigning numbers. Record who reviewed each job, what evidence they used and what remains unknown. Hold a job out of the scoring exercise if a required permission, safe procedure or recovery plan is unresolved.
- Scope and access: confirm the exact task, product and connection, the account owner's permission, the data it may use, and who may change or approve its work.
- Consequences: describe the most serious plausible failure, including injury, unsafe food, money, private data and service disruption. Decide with the responsible manager and relevant provider or specialist whether a trial is appropriate and what controls it needs. Do not average this harm away with time savings.
- Safe trial: agree on the manufacturer's or provider's test method, training, supervision and stop conditions. Use an approved test environment where needed. Do not trigger equipment, payment or network failures during live service to fill in this worksheet.
- Staff response: name the person who will notice a fault, stop or correct the work, and handle unfinished requests. Check availability, permissions and workload; a theoretical transfer or manual fallback is not enough.
- Evidence and costs: record the current task time and errors, the result to check during the trial, all quoted costs and contract limits. Leave missing measurements unknown rather than entering a favorable guess.
How can you compare jobs that pass those checks?
The formula below is an optional discussion aid for eligible jobs, not a validated risk score, savings forecast or return-on-investment model. Its ratings are subjective. Write down why you chose each one and see whether a reasonable change in a rating changes the order. Keep the harm review and actual costs beside the score.
- Hours (H): measured staff hours the task takes in a normal week. This is time spent today, not hours that automation will save.
- Sameness (S), 1 to 5: your team's judgment of how similar the cases are, from varied (1) to highly repeatable (5). Support it with reviewed examples; do not assign a fixed rating to every reservation or complaint.
- Fallback (F), 1 to 5: your team's judgment of how workable the approved staff response is, from difficult (1) to straightforward (5), after checking the steps and staffing. It does not measure harm severity.
- Effort (E), 1 to 5: your team's judgment of the setup and ongoing work, from lighter (1) to heavier (5). Include training, supervision, maintenance and contract obligations; a monthly plan alone does not establish low effort.
- Discussion score: H × S × F ÷ E. Use it to choose what to investigate next among eligible jobs. A higher score cannot override a failed prerequisite or justify a launch.
What does a filled-in worksheet look like?
Every number below is made up for a single takeout-heavy restaurant. For illustration only, assume its team has completed the prerequisite review for each row. The table does not establish that any of these jobs is safe, supported, affordable or ready at your restaurant.
| Job | Hours (H) | Sameness (S) | Fallback (F) | Effort (E) | Discussion score |
|---|---|---|---|---|---|
| Phone calls | 15 | 4 | 4 | 2 | 120 |
| Fry station | 40 | 5 | 2 | 5 | 80 |
| Delivery-app order entry | 6 | 5 | 4 | 2 | 60 |
| Scheduling | 3 | 3 | 5 | 1 | 45 |
| Floor cleaning | 7 | 4 | 5 | 4 | 35 |
| Inventory counts | 4 | 4 | 4 | 2 | 32 |
The invented ratings put phone calls first in this example. They do not show that phones are safer or that staff can take over an actual call. Different measured hours or judgments could change the order. Revisit the prerequisite review and compare actual trial results before expanding a project; do not treat the score as permission to launch.
What should you ask before you sign?
- Can we use our own menu and POS in an approved test, then agree on a supervised service trial if it passes?
- What happens, step by step, when it fails during service, and who fixes it?
- What is the full monthly cost, including hardware, install, support and payment fees?
- How long is the contract, and what does it cost to end it?
- Who owns the data it collects, and can we export it?
- How will we count results against our current process?
If phone ordering passes your readiness checks and warrants a trial, the Maple phone ordering page sets out a trial from call to kitchen.
Published by Maple. This AI-assisted guide combines vendor pages, company press releases and trade news reports with original readiness questions and an illustrative scoring worksheet. Historical prices, tests and deployment counts describe their stated dates. The worked example uses made-up numbers and subjective ratings. It does not report a test we ran or promise any result from these tools.
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