Poultry Meat Quality Inspection AI

Score white striping and flag woody breast and spaghetti meat on every breast fillet, with the same grade every shift.

Try it now for free Talk to an AI Expert

AI computer vision system inspecting raw chicken breasts on a conveyor belt, identifying normal cuts and detecting severe white striping defect with an enlarged inset.

Poultry Meat Quality AI for the Toughest Processing Lines and Breeding Programs

Deploy Anywhere, Run Everywhere
Run fillet grading over deboning and grading lines, at trim tables, and at lab scoring stations, on the edge, on-prem, air-gapped, in your VPC, or via API.
One Platform, Full Adoption
Tools every poultry team can adopt, from graders and QA techs to plant quality managers and breeding scientists. Your experts label in Roboflow Annotate, train with RF-DETR, and run on an HMI, no separate ML team required.
Secure, Compliant, and Audit-Ready
Data stays safe with SOC 2 Type II compliance, encrypted data, and an uptime SLA, with an image and grade for every fillet, lot, and flock.

“Since moving the majority of our vision models to Roboflow, we’ve increased the cadence of rolling out new features. We spin up the platform, train overnight, and the next morning it works”

Rian McDonnell

Founder and CEO, FloVision

Read the full story See customer stories

Talk to a Vision AI engineer who's shipped in food processing.

Bring us your toughest fillet grading problem and we'll map a working solution.

Ask us about:

Solution architecture that fits your grading line, lab, and grading standard
A live demo on images of your own fillets
Deployment options: edge, on-prem, air-gapped, or VPC
ROI modeling against downgrades, yield, grader hours, and customer claims

Over 80,000 organizations build with Roboflow.

Rivian
Pella
Chobani
USG Corporation
BNSF Railway
American Woodmark

Start where you are

Vision AI is transforming businesses

Customers across the board are solving complex challenges and driving meaningful impact.

Automotive customer
$10 million
Saved by automatically detecting defects on the production line
Logistics & freight company
90%
Less time spent manually tracking shipping inventory
Building materials supplier
60%
Lower customer return rate with improved product quality

Grade Every Fillet, from the Deboning Line to the Breeding Report

Add a consistent grading layer to every breast fillet with Roboflow Vision AI for poultry meat quality inspection. Built for processing plants and breeding programs where breast muscle myopathies like white striping, woody breast, and spaghetti meat are graded by eye and by hand, two graders can score the same fillet differently, and a severe fillet that slips through ends up downgraded, diverted to further processing, or in a customer complaint.

Myopathy scoring:

Score white striping as normal, moderate, or severe from the white stripes running along the muscle fibers, with classification trained on your own grading standard.
Detect spaghetti meat where muscle fibers have separated, and outline the affected area with segmentation.
Flag visual signs of woody breast, such as a bulging, ridged tail end and a pale, swollen fillet, and route those fillets to a grader for a hand check.

Grading and sorting:

Send a grade for every fillet to the sorter or the operator, so it goes to whole-muscle, further processing, or downgrade.
Apply the same grading standard on every line, shift, and plant, and check graders against the model on the same fillets.
Run on the same cameras as bone, trim, and foreign material checks, alongside meat processing inspection.

Records for plants and breeders:

Trend myopathy rates by flock, farm, line, and shift, with an image behind every grade.
Export scores for breeding and research programs, and link them back to the flock with poultry monitoring.
Show suppliers and customers grade data by lot, backed by images.

Bring intelligence to every fillet today. Stop inconsistent grading from costing you yield, value, and customer trust.

‍

Frequently asked questions

What is poultry meat quality inspection with Vision AI?

Poultry meat quality inspection with Vision AI uses cameras over the grading line or a lab scoring station and computer vision models trained on your fillets to score breast muscle myopathies: white striping severity, spaghetti meat, and visual signs of woody breast. Each fillet gets a grade and an image, so plants sort consistently and breeders get objective scores for every bird.

How do we train a model on our own grading standard?

Your graders and scientists label fillet images with your own grades in Roboflow Annotate, working together as a team. You then train a model such as RF-DETR on those labels, test it on images it has never seen, and keep improving it as more fillets are graded.

Can graders see results on the line?

Yes. A Workflow runs the model on each fillet and sends the grade and a marked-up image to an HMI at the line, so graders see each result as the fillet passes and can confirm or override it.

Can it run in a processing plant and connect to our systems?

Yes. Roboflow runs on-prem and fully air-gapped, on edge devices in the plant, and sends grades over OPC UA, MQTT, or REST to sorter PLCs, plant software, and research databases.

Roboflow serves as the grading engine, and your quality and breeding teams own the grading standard and the decisions.

‍