ATOMENOSOrder accuracy
Paper handoffs meant modifiers and table numbers were regularly lost between front and back of house.
03 — CASE STUDY / DINEFLOW
REPLACING PAPER
ORDERS WITH ONE
LIVE SYSTEM.
QR ordering, a kitchen display, and a management dashboard, built as one system instead of three disconnected tools.
THE PROBLEM
ORDERS, LOST
IN TRANSLATION.
Every order passed through three separate steps: written on paper at the table, re-entered at the till, then read aloud to the kitchen. Each handoff was a chance for something to go missing, a modifier dropped, a table number misheard.
On a busy night, the till and the kitchen worked from two different pictures of what was actually owed and owing. Reconciling the two took thirty to forty minutes after close, every night, by hand.
DISCOVERY & RESEARCH
What we watched
We spent two full services on the floor before writing anything: one lunch, one dinner. We timed every handoff, watched where staff improvised around the paper system, and asked the kitchen what they wished they knew earlier.
What we found
The paper wasn’t really the problem, the three separate records of the same order were. Any fix that didn’t unify order, kitchen, and till into a single source of truth would just move the friction somewhere else.
BUSINESS CHALLENGES
THREE PROBLEMS,
ONE ROOT CAUSE.
Nightly reconciliation
Thirty to forty minutes of manual matching between till and kitchen tickets, every single night.
No real reporting
No reliable way to see which dishes sold, when the kitchen was overloaded, or where orders were slipping.
THE SOLUTION
ONE SYSTEM,
THREE SCREENS.
Customers scan a QR code at the table and order directly from their phone. The order goes straight to a kitchen display, no re-entry, no paper, and appears on the manager’s dashboard in real time, with the till and kitchen always showing the same numbers.
ARCHITECTURE
HOW THE PIECES
FIT TOGETHER.
A single core API keeps the customer app, kitchen display, and admin dashboard in sync, backed by one database, so there is exactly one record of every order, from placement to payment.
FEATURES
WHAT’S
IN THE SYSTEM.
QR menu & ordering
No app download. Scan, browse, order, and send straight to the kitchen.
Live kitchen display
Orders arrive as tickets sorted by status: new, preparing, ready.
Manager dashboard
Daily orders, average ticket size, and error rate, updated in real time.
Menu management
Items, prices, and availability update instantly across every screen.
End-of-night reports
Automatic reconciliation replaces the thirty-minute manual close-out.
Multi-location ready
Built so a second location is a configuration change, not a rebuild.
USER JOURNEY
FROM TABLE
TO KITCHEN, INSTANTLY.
TECHNICAL STACK
BUILT TO BE
MAINTAINED, NOT JUST SHIPPED.
Next.jsReactPostgreSQLWebSockets for live syncStripe for paymentsHosted on Vercel
BUSINESS IMPACT
THE NUMBERS,
AFTER GOING LIVE.
Fewer order errors reaching the kitchen in the first month.
Manual reconciliation time removed from every closing shift.
From first conversation to a live system in production.
SCREENSHOTS
SELECTED
VIEWS.
FUTURE ROADMAP
WHAT’S
NEXT.
A second location is next, testing the multi-location groundwork built into the data model from day one. After that: predictive prep-time estimates on the kitchen display, based on historical order volume.
LESSONS LEARNED
WHAT WE’D
DO AGAIN.
SHIP THE
NARROW THING
A working four-week system earned more trust than a longer proposal would have.
WATCH BEFORE
YOU BUILD
Two services on the floor told us more than any stakeholder interview could.
ONE SOURCE
OF TRUTH
Every problem traced back to three records of one order. Fixing that fixed the rest.
START YOUR OWN
NEXT PROJECT