Capability

Computer Vision across India

Vision systems for inspection, safety and counting, trained on your footage, deployed at your edge.

Industries
12
Stack options
8
Typical first release
6 weeks

What computer vision means when we build it

Precision and recall are a trade-off you own, not one we should pick quietly. A false reject costs throughput; a missed defect reaches a customer. We tune to the balance your business can live with.

Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners.

Built by engineers who ship production systems, not by a practice that subcontracts the build. We hand over with runbooks, tests and a team that knows how it works, not a dependency.

What is included

  • Data collection protocol and labelling workflow
  • Model training against your real conditions and lighting
  • Edge deployment with offline tolerance
  • Precision and recall reported per defect class
  • Integration with MES, PLC or alerting systems
  • Retraining pipeline as conditions drift

Who this is for

We usually work with plant heads, quality managers, EHS leads and retail operations, the people who own the outcome rather than the tooling decision.

Questions we get asked

How much training data do we need?

It depends on defect variability, but a few hundred well-labelled examples per class is a realistic starting point. We design the collection protocol first so the data you gather is actually usable.

Does it run without internet?

Yes. We deploy at the edge with offline tolerance, syncing results when connectivity returns, essential in most plant environments.

What accuracy can we expect?

We report precision and recall per defect class against a held-out set from your line, rather than a single headline number. The honest figure varies by class and we show which ones are hard.

Considering computer vision?

Tell us the workflow and the constraint. We will tell you honestly whether it is worth building.

Or email bd@dtrasglobal.com · call +91 74118 77878