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Models & Auto-Labeling

Auto-Labeling Models, Built In-House

Custom auto-labeling agents trained from scratch on your data — 80% of annotations automated within 30 days. Run Avala's in-house models alongside integrated foundation models (SAM3, YOLO, Alpamayo) on the Avala Inference Cloud or on-device.

80%

Automated within 30 days

80–95%

Pre-label accuracy on your taxonomy

$0

Inference cost for on-device agents

Featured Providers

The Auto-Labeling Flywheel

We train a custom agent on your data, automate 80% of annotations, and let human experts focus on the long tail. Every correction flows back into the model.

1. Train a Custom Agent

We fine-tune an Avala auto-labeling agent on a sample of your data. Many run on-device with zero inference cost.

2. Automate 80% of Labels

Your agent pre-labels at 80–95% accuracy. Blend in foundation models like SAM3 or YOLO for tasks where they help. Run everything on the Avala Inference Cloud or on your infra.

3. Experts Handle the Long Tail

15,000+ trained annotators verify predictions and handle failure cases. Every correction retrains your agent — accuracy climbs with every batch.

Ready to accelerate your labeling?

Talk to our team about deploying models on your datasets.