Skip to content
LexDataLexData
PlatformIndustriesCustomers
DocsThe Field GuideBlogWhy models drift
AboutCareersSecurityContact
Log inStart now
← Docs
  • 01Quickstart
  • 02Labeling with Lexi
  • 03Monitoring & alerts
  • 04Deployment

04 · Deployment

Your model on your own hardware

The result of the loop is a deliverable: a detector tuned to your world that you own. How models leave the platform, and how pixels never do.

5 min · updated Jul 2026

01

Own the artifact

Models trained on your verified footage are yours: download the weights and the dataset from the model view. There is no per-image inference fee attached to a model you run yourself.

02

Run at the edge

Distilled models are sized for edge hardware, next to the cameras. Footage is processed where it is captured; what leaves the site is the answer, a detection, a count, an alert, not the video.

tip · Plan for the enclosure, not the benchmark. Sustained load in a sealed box throttles; a swapped camera changes the image in ways the model notices before you do; and video decode, not the network, is often the real bottleneck. Budget headroom for all three.

03

Or run in your cloud

The same model runs wherever you draw the boundary: your VPC, your on-prem cluster, or LexData-managed infrastructure. The loop behaves identically in all three.

04

Improvements travel as weights

When the loop retrains, what moves to your deployment is an updated model, not your footage moving to us. Your streams stay on site; what the loop keeps is the review queue - the flagged evidence frames and the verdicts made on them - which is exactly the material the next training run needs.

05

Enterprise deployment review

Enterprise includes a deployment and security review, with our engineers working through your infrastructure and compliance requirements before anything ships. Start that conversation at reach@lexdatalabs.com.

← Previous

Monitoring & alerts

Fastest way to learn it is to run it.

Start with your footageAsk us
LexData
LexData

Product

  • Platform
  • Industries
  • Use cases

Resources

  • Docs
  • The Field Guide
  • Blog
  • Why models drift

Industries

  • Energy & utilities
  • Oil & gas
  • Agriculture
  • Manufacturing
  • Insurance
  • Retail
  • Robotics

Company

  • About
  • Customers
  • Careers
  • Contact

Trust

  • Security
  • Privacy
  • Terms

Stay updated

What we learn running vision models in production.

See everything.
Miss nothing.

Stay updated

What we learn running vision models in production.

Terms of use & Privacy policy

© 2026 LexData Labs · All rights reserved