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Avala is Fleet Learning Infrastructure for Physical AGI: independent infrastructure between your real-world systems and your training stack. Every fleet should learn from its own experience. Avala turns raw sensor recordings into 4D data — every sensor in one world, over time — then into versioned, traceable training artifacts, with every production model connected to the data that shaped it. The customer trains and owns the model and retains authority over training and deployment. Instead of stitching together separate tools, Avala runs the loop in one place: ingest, curation, 4D reconstruction, labeling, verification, and versioned, rights-cleared release. Mission Control is the workspace for that loop; the API, SDKs, and MCP server run it programmatically. If you are building autonomous vehicles, robots, or any system that perceives and acts in the physical world, Avala was built for your workflow.

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What Makes Avala Different

Embedded Engineers

Senior Field Development Engineers from Tesla, Waymo, and top AV programs integrate directly into your team — joining your Slack, reviewing PRs, and co-designing your data pipeline.

15,000+ registered coworkers

Trained coworkers who specialize in your domain and stay on it, building institutional knowledge about your ontology and edge cases over time.

3D/4D Native

Built from the ground up for point clouds, LiDAR, MCAP/ROS, and Gaussian Splats. Not a 2D tool with 3D bolted on.

Unified Traceability

Trace any exported label back through the export, annotation task, QA review, and source dataset item that produced it. See the Traceability page for details.

5x More Data

Vertically integrated operations — tooling, workforce, and QA under one roof — deliver 5x more real-world training data for the same budget compared to outsourced labeling.

Fast Iteration

Go from raw sensor data to pilot datasets in weeks, not quarters. No lengthy procurement, scoping calls, or multi-month onboarding.

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Enterprise Security and Compliance

Avala is built for teams that handle sensitive, pre-release sensor data. All data is encrypted in transit (TLS 1.2+) and at rest (AES-256). Bring Your Own Storage (BYOS) keeps source data in your cloud account — Avala reads it directly without making copies. See Security and Compliance for full details.

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Get Started

Quickstart

Create your first dataset and annotation project in under 60 seconds.

Talk to Us

Contact our team to discuss embedded engineers, managed labeling, or dedicated deployments on request.