NUTRITION AI · AI Meal Tray Verification for Hospitals

Every patient tray verified
before it leaves the kitchen

Nutrition AI matches each tray to its diet order, flags issues before delivery, and keeps photo evidence — fewer wrong trays, fewer complaints.

30+U.S. facilities
20,000+meals checked every day
SCAN. CORRECT. PROVE.Before review
Hospital meal tray before Nutrition AI review
Meal typeOrder not linked
Menu itemsMissing item on tray
AllergensRestricted item on tray
TemperatureNot yet checked
Catch tray issues early.See missing items and dietary risks before delivery.

WHAT IS NUTRITION AI?

The last check before
the tray leaves the kitchen

Nutrition AI is an AI tray verification system for hospital foodservice. It compares each assembled patient tray with the diet order before delivery, saves photo evidence, and gives foodservice leaders visibility into facility, scanner, and staff performance.

SCAN CORRECT PROVE

Watch a full tray check
in 15 seconds

From meal-ticket recognition to staff review and photo evidence.

  1. 01ScanLink the tray to its meal ticket.
  2. 02CorrectReview missing items, diet-order mismatches, and allergen risks.
  3. 03ProveSave the tray photo and result together.

THE PLATFORM BEHIND NUTRITION AI

Food intelligence
built at scale

100M+meals analyzed across 1,300+ sites power
Nuvilab's food-AI platform as of Sep 2026.
REGISTERED
WITH FDA
REG. NO. 3048140493
The FoodTech 500 by Forward Fooding
#11 globallyMar 2025
CES
Innovation AwardDigital Health Nov 2024
Edison Awards
Silver AwardApr 2023
Google for Startups
Circular Economy cohortFeb 2023

EVIDENCE FROM DAILY OPERATIONS

Safer meal delivery
starts with proof

Nutrition AI checks trays before delivery
and keeps a photo record of every tray.
Selected results from live deployments at anonymized U.S. hospitals.
Reporting periods vary by facility.

600+ BED REGIONAL HOSPITAL · SOUTHEAST U.S.

98.4%

of eligible tray scans captured with photo evidence

4,973 trays reviewed
· Apr 24 to May 21, 2026

600+ BED ACADEMIC MEDICAL CENTER · SOUTHEAST U.S.

32,152

trays documented in one month

96.5% photo evidence coverage across 272,526 food items
· Aug 1 to Aug 31, 2026

APPROX. 200 BED REGIONAL HOSPITAL · MIDWEST U.S.

+12.8%

relative improvement in photo evidence coverage

Baseline: Jul 1 to Jul 26
· Follow-up: Aug 5 to Sep 1, 2026

Source: Nutrition AI operating data · Anonymized U.S. hospitals · Apr–Sep 2026 · Eligible tray scans are production scans linked to a meal order; test records excluded.

Nutrition AI at a hospital tray line

This is the beginning of something that will change the game for patient dining. We've relied on manual processes for too long — Nutrition AI is our first step toward smarter, safer, and more efficient care.

Vice President of OperationsU.S. hospital · Name and institution withheld under NDA
Completed hospital meal tray with barcode ticket
Tray photo and verification result

PHOTO EVIDENCE

One record for
each reviewed tray

See the tray photo, order, and verification result in one place.

NETWORK OPERATIONS

Keep every site
and scanner visible

Compare facilities, scanner throughput, and data source health across your network.

  • Track capture rate, match rate, and tray time
  • Spot scanner and data issues
  • Compare performance across sites
Nutrition AINetwork operations
ANONYMIZED SAMPLE DATA
FacilitiesScannersLast 7 days
94.2%Photo coverage
78.6%AI-assisted match
14.8 sMedian tray time
3Sites online
FacilityAI matchPhotoTray timeStatus
North Campus96.1%80.4%13.9 sGood
Central Campus93.8%77.6%15.2 sGood
Lakeside Campus91.9%75.8%15.6 sReview

Names and values shown here are sample data, not customer records.

Nutrition AIStaff performance
ANONYMIZED SAMPLE DATA
Operators by shift
36Active operators
1,092Trays reviewed
15.1 sMedian tray time
4Coaching flags
Team memberShiftTraysReviewStatus
Operator 01Breakfast41296.2%On track
Operator 08Lunch38693.7%On track
Operator 14Dinner29489.4%Coach

Operator names and values shown here are sample data.

OPERATIONS · STAFF PERFORMANCE

Coach from patterns,
not anecdotes

Review tray volume, capture consistency, and processing time by shift or team member.

  • Compare shifts and operator trends
  • Find coaching opportunities early
  • Recognize consistent performance

30+ U.S. FACILITIES · 20,000+ MEALS CHECKED EVERY DAY · AS OF SEP 2026

Need to know what patients actually ate after the meal? See Nutri-Guard AI →

Bring Nutrition AI
to your tray line

Contact us