Computer Vision Development Services

Vision fits when the signal is visual — surface defects, text, presence/absence, spatial events. If the signal is vibration, chemistry, or pure tabular risk, other sensors or models usually win. We recommend a short feasibility review before committing to cameras and models.

It depends on defect rarity and variability. Many industrial pilots start with a few thousand labelled images if classes are balanced; rare defects need deliberate capture plans. We often begin with a data audit rather than a fixed 'minimum dataset' myth.

Feasibility and a constrained pilot often take 6–10 weeks. Production systems with edge hardware, line integration, and operator workflows typically reach stable launch in 10–16 weeks.

Pilots commonly range from $70,000 to $150,000. Full production systems with custom optics, multi-line rollout, and integrations often sit between $150,000 and $400,000+ depending on hardware and sites.

We specify and validate optics as part of feasibility and can work with your preferred industrial vendors. Hardware procurement can sit with you or be coordinated — model quality depends on seeing the defect clearly.

Yes. Many manufacturing and regulated deployments run entirely on edge or plant servers, with optional cloud only for training or fleet analytics.

We design retention limits, region masking, access controls, and purpose limitation with legal/security stakeholders — especially for workplace camera programmes.

We set precision/recall targets with operations before build and measure against held-out site data. We do not promise universal percentages; we commit to transparent evaluation and human review where risk requires it.

Computer vision is often a core capability inside manufacturing AI programmes — inspection, safety, and traceability. Broader manufacturing AI also covers predictive maintenance and planning models beyond vision.

If you are unsure whether data, infrastructure, or use-case selection is the blocker, yes. If you already have a clear inspection or document problem with sample images, we can scope a vision feasibility review directly.

Process changes, new SKUs, and lighting drift require sampled evaluation and periodic retraining. We leave runbooks and can support retainers for threshold tuning and model updates.