Singularium Technologies logoSingularium Technologies Get in touch
RESTAURANT MENU PROCESSING

The menu was a picture.
The operation needed data.

A high-volume menu operation moved from manual image handling to a structured AI-led workflow, with human verification where judgement was required.

LIVE SINCE 2020 SWIGGY / ZOMATO
See what changed ↓
01 — THE RESULT

The biggest change was not the menu.
It was the time around it.

By moving repetitive menu work into an AI-led workflow with human verification, the reported onboarding and go-live turnaround moved from more than two days to under two hours.

BEFORE
>48hours
Reported onboarding & go-live turnaround
Manual menu handling Image → spreadsheet / dashboard
AFTER
<2hours
Reported onboarding & go-live turnaround
AI-led workflow Human verification where required
500menus / day
2,000peak menus / day
15Kmenus / month
1M+items / month
>95%reported accuracy
<24hreported backlog window

Reported operational metrics supplied for the case study. Accuracy and error metrics are presented as reported, not independently audited.

02 — THE PROBLEM

The input was simple.
The operating model wasn't.

Menus arrived as offline images. Teams were manually updating CSV files and dashboards, making a repetitive process increasingly dependent on bandwidth as volume grew.

The requirement was straightforward: turn an image into reliable, usable menu data without making every menu a manual task.

03 — THE SYSTEM

Automate the repetition.
Keep judgement where it matters.

Predictable work is automated. Human verification remains at the point where client SOPs or exceptions require judgement.

01
SYSTEM

Receive

Menu image enters the processing flow.

02
AI

Digitise

Content is converted into machine-readable information.

03
AI

Understand

Items, prices, categories and dietary / meat tags are identified.

04
HUMAN

Verify

Output is checked against the client SOP.

05
SYSTEM

Publish

Verified information becomes structured operational data.

AIHandles repetitionDigitisation, extraction and classification
HUMANHandles judgementVerification against client SOP and exceptions
04 — THE TRANSFORMATION

From a menu image
to operational data.

The useful output is not simply a digitised image. It is structured information that can move into downstream operations.

OUTPUT · EXCEL MENU
Structured restaurant menu in Excel

ACTUAL MENU TRANSFORMATION · Input menu image converted into the structured Excel menu output.

05 — IN PRODUCTION

Built around volume,
not a demo.

Live since 2020, the workflow has operated across a typical volume of 500 menus a day, with peaks reaching 2,000.

TYPICAL 500 menus / day
15K menus / month
PEAK 2,000 menus / day
1M+ items / month
PRODUCTION PROOF

The system should be visible, not just described.

Live production workflow evidence showing the menu digitization pipeline operating across processing, transformation, formatting and submission stages.

Production dashboard showing the menu digitization workflow
06 — CONTROL

Automation with
control built in.

Human verification remains part of the operating model where client SOPs require judgement, while repeatable work is handled by the workflow.

ISO 27001Enterprise security certification
SOC 2 Type IIIndependent controls framework
EncryptionData protected in transit and at rest
Retention controlsDefined data handling controls
TALK TO SINGULARIUM

Still turning operational data into spreadsheets by hand?

Bring us the input, the rules and the desired output. We’ll help identify where automation can reduce turnaround—and where human verification should remain.

Talk to Singularium →
START A CONVERSATION

Show us where the work slows down.

We can start with one real workflow, one set of rules and one measurable outcome.