FOR RETAIL & FOOD SERVICE

What happens at the counter, as a figure every hour.

AI video analytics on your existing cameras: portions in the kitchen, pickups and queues at the counter, opening times per branch. Reports by messenger, without new cameras.

DDC is a brand of M2D GmbH, Siegburg.

Kitchen camera with the counting zone and a marked portion.
Kitchen camera with the counting zone; the portion is marked by colour detection for this image, in operation an image model does the counting. The cook is pixelated.
≈ 95 %agreement of the daily total when counting portions
hourlyreport per site via messenger bot
42,259queue measurements by mid-February 2026
≈ $1.70AI cost per camera per month in operation
WHAT WE BUILT

How many portions went out today?
The camera keeps count.

For a fast-food business, an AI counts the portions prepared in a marked zone on the existing kitchen camera. Results arrive every 30 minutes via a messenger bot and can be reconciled with the till system. For an operator of pickup points, the same principle analyses pickups, courier deliveries and queues at several sites.

Kitchen camera with the marked counting zone, time-lapse 2×. The frame around the portion is drawn by a simple colour detection for this video; in operation an image model counts the finished portions. The cook’s head and cap are pixelated. The figures at the end are the measured test results.
≈ 95 %agreement of the daily total in testing: 35 counted, operator figures 33 to 37
79 %exact matches per 30-minute slot after optimisation (previously 59 %)
30 minevaluation interval, results via messenger bot

Measured at one site against the operator’s figures. This accuracy requires a correctly aligned camera above the counting zone.

WHO WE ARE

An engineering team from Siegburg.
One contact through to handover.

Heinrich SchneiderPROJECT LEAD & INTEGRATION

Heinrich Schneider

Scoping the task, architecture and software, coordinating manufacturers and partners through to handover. Master’s degree in mechatronics and robotics.

heinrich@ddc.company
CONTRACTING PARTY

M2D GmbH

Am Turm 11, 53721 Siegburg
Siegburg Local Court, HRB 16704 B

DDC is the brand under which M2D GmbH offers software, computer vision and robotics.

  • Projects in computer vision, robotics and software since 2017
  • Fixed price per step, in writing beforehand
  • Pilot report with hits, false alarms and limits
  • First check free of charge and without obligation
Team and background ↗
WHAT COULD GO WRONG

We have already thought of it.

01

Employees

We analyse workflows, not individual employees, and agree the concept with the works council.

02

Camera

Existing cameras are often enough. Accurate counting needs a correctly aligned camera above the zone; we check this on a frame beforehand.

03

Till

The figures can be reconciled with the till system, so you see deviations, not just totals.

04

Your data

If you require it, we run the system with a provider in Germany or on your own servers.

05

Your effort

Access to the camera and one contact person. No rebuild, no new equipment at the counter.

06

Money

The pilot is credited against the operating fees of the first twelve months. If the pilot does not hold up, the report says so.

PROCESS AND PRICE

Proof first.
Then the investment.

1 · FIRST CHECKfree

30 to 60 minutes in a video call, a frame from your camera in advance. Then an outline with a fixed price.

2 · PILOTfrom €3,900

One agreed event on one camera view, about four weeks. Credited.

3 · OPERATIONfrom €39 per camera / month

Counting and occupancy; kitchen from €59 per camera. Lower from 10 cameras.

Funding for your project ↗

THE EASIEST FIRST STEP

Send us one frame from kitchen or counter.

You get it back marked with what the AI would count and where the camera should hang better. Free, no appointment and no obligation.

THE NEXT STEP

What should work better in your business?

Tell us about a process that takes up your team’s time. We discuss where automation could help and what is needed to define the next step.

Useful details: how many sites, which cameras and what you want to count or see.

HEINRICH SCHNEIDER / DDC

heinrich@ddc.company

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