AI Training Data

Real-world driving data.
Built for autonomy.

We collect multi-camera video, GPS, and telemetry data from our Tesla fleet on San Francisco streets and California highways — and sell it to companies training the next generation of autonomous driving AI.

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8

Camera angles

GPS

Geo-tagged frames

24/7

Continuous capture

CCPA

Fully compliant

What data is available

Every mile driven in our fleet generates synchronized multi-camera video from 8 angles, paired with high-precision GPS coordinates, vehicle telemetry (speed, acceleration, steering, braking), and timestamped event markers.

Our San Francisco fleet captures a rich mix of urban and highway driving — including rare edge cases like construction zones, aggressive lane changes, jaywalkers, cyclists, unusual weather, and emergency vehicle interactions.

Multi-camera video — Synchronized footage from 8 Tesla cameras with full surround coverage

GPS & telemetry — Precise location, speed, steering angle, acceleration, and braking data

Edge cases — Construction zones, jaywalkers, unusual weather, emergency vehicles

Urban + highway mix — Dense San Francisco streets and California highway corridors

Data formats & compliance

Our data is delivered in industry-standard formats, ready to plug into your ML pipeline. All data is anonymized and CCPA compliant.

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Industry-standard formats

Video in H.264/H.265, telemetry in JSON/Parquet, annotations in COCO and KITTI formats. Compatible with PyTorch, TensorFlow, and all major ML frameworks.

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CCPA compliant & anonymized

All personally identifiable information is stripped before delivery. Faces and license plates are automatically blurred. Full CCPA compliance with auditable data provenance.

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ML framework compatible

Pre-built data loaders for PyTorch and TensorFlow. Schema documentation, sample notebooks, and integration guides included with every dataset.

Use cases

Our data powers teams across the autonomous vehicle ecosystem — from self-driving startups to insurance companies and academic research labs.

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Autonomous Driving

Train perception, prediction, and planning models on real-world urban and highway driving data.

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ADAS Development

Validate and improve advanced driver-assistance systems with diverse, edge-case-rich datasets.

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HD Mapping

Build and maintain high-definition maps using geo-tagged multi-camera imagery and GPS traces.

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Simulation

Reconstruct real driving scenarios in simulation environments for safe, repeatable testing.

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Insurance Telematics

Analyze driving behavior patterns to build better risk models and usage-based insurance products.

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Research

Academic and R&D applications in computer vision, robotics, and transportation engineering.

Pricing

Flexible plans designed for teams of any size — from research labs to enterprise fleets.

Subscription

Continuous access to new data as it's collected. Ideal for teams with ongoing training pipelines.

  • Monthly data drops
  • Priority access to edge-case data
  • API access for automated ingestion

Per-mile

Pay for exactly the data you need. Select geography, time range, and driving conditions.

  • Choose specific routes and regions
  • Filter by weather and time of day
  • One-time or recurring purchases

Enterprise

Custom data pipelines, dedicated support, and SLAs for large-scale deployments.

  • Custom annotation and labeling
  • Dedicated account manager
  • Volume discounts and SLAs

Request a data sample

Tell us about your project and we'll send you a free sample dataset tailored to your use case.

Power your AI with real-world data

Join the companies using Frontier Tesla data to build safer, smarter autonomous systems. Request a free sample dataset today.

Request data sample →