Proglint — Enterprise AI for Real-World Operations
RESEARCH SPOTLIGHT // QSR

The Pizza Analyzer: Quality Grading at Prep Speed

A computer vision classifier that inspects topping distribution, crust geometry, and bake level in the seconds between assembly and boxing — fast enough to fit inside an existing prep workflow rather than adding a step to it.

What It Actually Detects

Topping distribution accuracy across named ingredients (e.g. ham, sausage, green bell pepper, onion).

Crust geometry and non-standard shape detection.

Bake level and burnt-edge analysis.

Size and variant classification (Large, Medium, Small) prior to boxing.

How It Was Built

1

A custom classifier trained specifically on prepared-food imagery, not a general object detector repurposed for food.

2

Runs at the speed prep actually happens — grading has to complete before the item is boxed, or it isn't usable.

3

Outputs a structured Acceptable / Non-Standard grade with the specific reason (e.g. topping distribution, shape, bake consistency), not just a pass/fail flag.

ZERO OBLIGATION ENTERPRISE AUDIT

ASK ABOUT THE PIZZA ANALYZER

Have a specific question about accuracy, training data, or how this would adapt to your environment? Talk to the engineering team directly.

Compatible with Existing Cameras 100% GDPR Anonymized Edge or Cloud GPU, Camera Agnostic