Every tray, verified.
Before it ever leaves the kitchen

Nutrition AI is a vision AI based tray verification system that checks every patient tray against dietitian-approved orders at the end of the production line — detecting allergens and incorrectly placed items before delivery

Trusted by
Compass Group
Nutrition AI · Station 03
Shift · Lunch · 412 trays
Tray #A-2147 · Room 4108
Patient 12011202
Diet: Renal · Soft · Gluten allergy
LIVE SCAN
12:43:08
Grilled chicken breast (4 oz)verified
Steamed broccoliverified
Mashed potato (pureed)dysphagia-safe
!Whole wheat rollREMOVE — gluten allergy
Apple juice, 4 ozverified
OVERALL STATUS
Hold — 1 item to correct
TODAY · 12:43 PM
98.4% accuracy across 412 trays

Why hospitals choose Nutrition AI:
catch tray before they reach the patient

Manual check miss 4~7% of errors.
Nutrition AI adds a tireless second set of eyes to every tray in real time.

Prevent delivery errors

Catch missing, extra or wrong items on the tray before it leaves the kitchen.

Protect dysphagia patients

Verify texture-modified diets and liquid consistency to reduce aspiration risk.

Faster tray assembly

Streamline workflows with AI pre-checks and reduce overall cycle time.

Reduce staff workroad

Fewer errors, remakes, and complaints-less stress and burnout.

Core capabilities:
Five connected capabilities for safer, more accurate patient meal trays

Nutrition AI brings together five core capabilities to help healthcare foodservice teams catch tray-line errors before meals leave the kitchen: AI tray scanning, high-risk safety alerts, thermal quality checks, manager visibility, and diet-order system integration.

AI Tray Scanner

Vision AI trained on 120M+ hospital food images.

Captures every tray in under a second, identifying items, portions, and textures-and matching them to patient orders in real time.

LIVE DETECTION · Tray A-2148
Live tray detection with item bounding boxes
Model v4.2.1 · edge inference0.42s
High-risk alerts

Safety Alert

Flag allergens, diet mismatches, and missing items instantly-stopping errors before trays move forward.

Gluten allergy · wheat roll detected
Regular liquid on NPO-thickened order
Missing portion · protein 3.8 oz of 4.0 oz
Thermal quality

Temperature checks on every hot & cold item.

Monitors hot and cold items to ensure they stay within safe temperature ranges.

HOT ENTREE
147°F
target ≥ 140°F
COLD SIDE
38°F
target ≤ 41°F
Manager dashboard

Real-time accuracy, error trends, throughput.

Directors of foodservice see every station, shift, and error class at a glance. Drill into any incident with full photo evidence for your QA program.

JanJunDec
EHR integration

Plugs into Epic, Cerner, and CBORD.

HL7 and FHIR-ready. Patient diet orders sync from your EHR in real time — no duplicate data entry, no stale caches.

EpicCernerCBORDMeditech
The workflow

Four steps. Zero workflow changes

Nutrition AI integrates at the end of your tray line- no scanning, no wearbles, no process changes. It works around your team, not the other way around.

Step 01

Order approved

Dietitian approves the meal, Orders sync automaticlly from your EHR.

Step 02

Tray assembled

staff build trays as usual-no extra steps, scans, or labels.

Step 03

Scanned in < 1 sec

Vision AI captures the tray and identifies every item, portion, and texture in real time.

Step 04

Verified or held

Matched against the order. Errors and flagged instantly before the tray moves forward.

Measured impact

Proven impact on accuracy and efficiency

Every deployment includes a real-time performance dashboard, powerd by real hospital data.

Fewer tray errors
36%

AI assistance for kitchen associate's tray confirmation process, flagging incorrect or missing items before delivery to reduce tray error and enhance patient satisfaction.

Faster tray builds
16%

AI provides initial screening of tray components, enabling human associates to focus on important items and process tray faster and more efficienty.

"

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."

JM
J. Martinez
Vice President of Operations · U.S. hospital partner
Deployed in hospitals across the U.S.

13,500+ Meals Verified
Every Day

Depoly across 40+ hospital sites

Nutrition AI deployments across the United States
Active Deployments
40 hospital systems
Trays Verified
11,248,900+