Over-the-Air Model Updates for Edge AI

Push new models and Workflows to one edge device or your whole fleet in a single update, then watch every device, stream, and site from one place.

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Over-the-Air Model Updates for the Toughest Fleets, Sites, and Lines

  • Deploy Anywhere, Run Everywhere

    Update models and Workflows over the air on AI1 cameras and edge devices at every station, line, and site, with no one on site to touch the hardware.

  • One Platform, Full Adoption

    Tools every team can adopt, from quality and controls engineers to plant IT and ops, with retraining and rollout on one platform, no separate MLOps team required.

  • Secure, Compliant, and Audit-Ready

    Data stays safe with SOC 2 Type II compliance, encrypted data, HIPAA compliance, and an uptime SLA, plus over-the-air security patches and 5 years of software support on AI1.

  • Fleet-Wide OTA Updates
  • Zero-Downtime Rollouts
  • Over-the-Air Security Patches
  • Remote Device Setup
  • Stream & Device Monitoring
  • Scheduled Maintenance Windows
“The vision AI solutions we developed with Roboflow have been a core component of connecting our teams and unlocking their ability to collaborate.”

Lou Stocco

Director of Manufacturing Advanced Analytics, USG

Read the full story

Talk to a Vision AI engineer who's shipped fleets across many sites.

Bring us your sites and devices and we'll map a rollout plan.

Ask us about:

  • Solution architecture that fits your sites, cameras, and edge hardware
  • A live demo of a fleet-wide update
  • Deployment options: edge, on-prem, air-gapped, or VPC
  • ROI modeling against site visits, downtime, and model drift

Over 16,000 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

Update Every Device, from the First Camera to the Last Site

Keep every edge model current with Roboflow over-the-air model updates. Built for manufacturers and operators running vision AI across many lines and sites, where parts, products, and conditions keep changing, a model that ships once falls behind, and sending a technician to every device is not an option.

Roll out updates:

  • Push a Workflow to one device or a whole fleet in a single over-the-air action, with zero downtime on Roboflow AI1 (opens in a new tab).
  • Receive model and security patches over the air, with 5 years of software support on AI1.
  • Use bulk actions to set Inference versions and update Manager versions across many devices at once.

Manage the fleet:

  • Set up new devices with the Roboflow Inference server, configure camera streams, and deploy Workflows to the edge with Deployment Manager (opens in a new tab).
  • Update device configuration remotely and schedule maintenance windows, so changes land when the line is ready for them.
  • Queue commands like restarting a device or pausing a stream, without anyone walking out to the line.

Monitor and improve:

  • Watch logs, stream status, and telemetry for every device, the foundation of edge AI fleet management.
  • Retrain on the new images your lines collect, then push the improved model to every device in the next update.
  • Keep inference running at the edge for real-time results while updates arrive in the background.

Bring every edge model up to date today. Ship the next version to every site in one update.

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Frequently asked questions

What are over-the-air model updates for edge AI?

Over-the-air model updates deliver new models, Workflows, and software patches to edge devices remotely, so every camera and edge computer in your fleet runs the latest version without anyone visiting the site.

Will an update stop my line?

No. Workflows roll out to one device or the whole fleet with zero downtime on AI1, and you can schedule maintenance windows for changes you want to land at a specific time.

What hardware does it support?

Roboflow AI1 and other edge hardware purchased through Roboflow, managed from Deployment Manager with the Roboflow Inference server on every device.

How do I know every device updated?

Deployment Manager shows logs, stream status, and telemetry for every device, and bulk actions let you set Inference versions across many devices at once, so you can see the whole fleet in one place.

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