EcoLoop Hackathon · Singapore

PlateLoop

Know what’s eaten. Waste less.

An AI tray scanner that recognises every dish and measures what is served, eaten and left, down to the nutrients, so canteens cook the right amount and cut waste, cost and carbon. And everyone who eats gets their own feedback, in an app made for schools, hospitals or offices.

The PlateLoop Scanner, a white tray scanner with an overhead camera, a screen and a food waste bin
525 geaten, dish by dish
Scroll
The whole idea in 3½ minutes

See it in action.

The problem

Canteens cook by guesswork.

Bins get weighed, but a bin can’t tell you which dish came back or who didn’t eat. Without that, kitchens over-order, plates come back full, and the cycle repeats.

755,000 t

of food was thrown away in Singapore in 2023. Only about 18% was recycled.

28%

of the world’s food waste comes from food service: canteens, restaurants and caterers.

8–10%

of global greenhouse gas emissions come from food that is lost or wasted.

Sources: NEA waste statistics 2023; UNEP Food Waste Index Report 2024.

How it works

One scanner. Two scans.

Look at the camera and put your tray down before you eat, then again after. The AI sees which dishes you had, how much of each you ate and the nutrients in it, in about two seconds. Nobody types anything or carries a card.

620gServed
−
95gLeft
=
525gEaten
🍱Food type

The AI recognises each dish on the tray: rice, chicken, kailan, soup, fruit.

⚖️Amount

Grams served, grams left and grams eaten, for every dish and every person.

🧪Nutrients

Energy, protein, carbs, fat, fibre and sodium actually eaten, plus food groups against My Healthy Plate.

A proven method: research systems that scan trays before and after the meal with a depth camera identify about 89% of foods, and their nutrient estimates closely match the real values (Pfisterer et al., JMIR Aging 2022; Lu et al., 2020).

  1. ServeAsk for more or less of each dish.
  2. Scan beforeLook at the camera, tray down.
  3. EatNothing to do. Take what you’ll finish.
  4. Scan afterSame scanner sees what’s left.
  5. ScrapeThe food waste bin weighs scraps too.
  6. DoneEvery app updates in seconds.

Sensors

Face cameraa match code, never a stored photo
Depth camera0.62 m above the tray: which food, how much
Weighing platformchecks the camera in real grams

On the scanner

On-device AIeach dish and its grams in about 2 s
Kiosk screenshows the result straight away
Offline queuekeeps scanning if Wi-Fi drops

PlateLoop cloud

Served − left = eatenper person, per dish, per meal
Forecastsattendance, weather, school events
Nutrition and CO₂My Healthy Plate and a carbon ledger

Apps

Kitchenorders, waste by dish, carbon
Loopistudents
Loopi Carepatients and nurses
Loopi Workoffice workers
One scan, four apps

Built for everyone at the table.

Each app comes from research on the people who use it. Tap any one to open the live demo.

Built from research

What each group actually needs.

We read the studies on students, patients and office workers, then turned each finding into a feature. Read the research and sources →

Students
13.6%

of university students in Singapore eat enough fruit and vegetables, and calorie counting can harm teens.

  • Food groups, not calories
  • Class race: −35% plate waste in a school study
  • Right portion beats a clean plate
Hospital patients
29%

of inpatients in a Singapore hospital were malnourished, and 93% of hand-filled food charts were incomplete.

  • Every tray measured
  • Patients choose their meals
  • Alerts with the patient’s reason
Office workers
6 in 10

Singapore residents eat out at least 4 times a week, and obesity rose to 12.7% (MOH, 2024).

  • Pre-order: lighter lunch picks
  • 3 pm energy check-in
  • Private: teams, never names
Tested until it broke

Every step has a way out.

A queue of hungry students can’t wait for a stuck machine. We walked through every step, found where it breaks, and fixed it. You can try each one in the kiosk demo.

Face not found
Mask, cap or backlight

“We couldn’t find you.” Try again, or type a class and register number.

Nothing saved from a failed match
Opted out
No face sign-in

Students can switch it off in the app; the scanner goes straight to the keypad.

Their match code is deleted
Hand on the tray
The weight keeps changing

The scale waits for hands off, then measures again by itself.

No wrong numbers recorded
Skipped a scan
Only an after scan

A regular portion is used as the estimate and marked “estimated”.

The Kitchen sees which trays
Clean-plate pressure
“Finish everything”

Students are compared with their own usual; a small plate finished scores full marks.

No reward for overeating
Privacy
“Is it filming me?”

Consent on day one. Only grams per dish and a tray number leave the scanner.

No photos ever leave
Impact · one 800-meal school, a year

Measuring waste cuts it.

Caterers that started measuring their food waste cut it by 36% in the first year, with a 6:1 return on what they spent (Champions 12.3: 86 sites in six countries, including Singapore). PlateLoop measures every tray automatically.

5.7 tless food thrown away
14.3 tCO₂e avoided
S$28.5kof ingredients saved
2.4 moto pay back a year

Why we expect it: when 86 catering sites in six countries, including Singapore, started measuring their food waste, they cut it by 36% in a year and got a 6:1 return (Champions 12.3, 2018). Our estimate assumes a smaller 30% cut: 190 school days, 25% of food wasted today, S$2.50 of ingredients per meal, 2.5 kg CO₂e per kg of food. To be validated in a pilot. Try your own numbers on the deck’s calculator.

Monthly subscription

The scanner and Kitchen dashboard, billed monthly, so there’s no big upfront cost.

Programs on top

Loopi, Loopi Care, Loopi Work and carbon management as add-ons.

Partnerships

Food service companies bring many canteens at once.

Try it yourself

A whole lunch, in four clicks.

  1. Open the kiosk, pick Wei Ling and scan her tray before lunch, then after.
  2. Open Loopi in another tab: her lunch is in Loopi’s bowl. Feed it, then sweep up what she left.
  3. Open Kitchen: the tray is in the live numbers, and Purchasing plans tomorrow.
  4. In Loopi Care or Loopi Work, scan a meal from the demo panel and watch the report change.