Does the system need cloud connectivity to run?

No. Inference runs on industrial hardware at the line, on your network. The factory keeps inspecting and monitoring with the internet down; connectivity is for updates and reporting you control.

How accurate is AI defect detection?

It depends on your defects, lighting, and line speed — anyone quoting a universal number is guessing. We measure on your parts during a pilot and report the real figure before you commit to a rollout.

Has this actually been deployed in production?

Yes. Computer vision from this practice runs live at 10+ sites within a 150+ location hospitality group, alongside an agentic platform that reached 92% staff adoption.

Manufacturing

Factory-Floor AIYou Own

Production data shouldn't have to leave the building to be useful. We build agentic automation and vision-supported quality systems that run on hardware at your line — owned by you, working when the internet isn't.

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Challenges

What Eats Margin on the Floor

Defect Escape

Manual inspection tires, drifts, and misses — and the defects that get through are the expensive ones: rework, returns, recalls.

Unplanned Stoppages

Equipment fails between maintenance windows, and every unplanned stop cascades through schedules, overtime, and delivery promises.

Invisible Micro-Stoppages

Cycle-time drift and short stops don't show up until the shift report — after the throughput is already gone.

Traceability Demands

Automotive, aerospace, and medical work needs per-part inspection records that manual processes can't reliably produce.

What We Build

Systems for the Line, Owned by the Plant

Vision Quality Inspection

Camera systems at the line, trained on your products, catching surface and assembly defects in real time. Computer vision from this practice is live at 10+ sites of a 150+ location hospitality group.

Predictive Maintenance

Models built on vibration, temperature, and acoustic data from your machines, flagging degradation before it stops the line.

OEE & Line Monitoring

Real-time cycle tracking and bottleneck detection that surfaces micro-stoppages while there is still time to act within the shift.

Agentic Production Workflows

Agents that turn inspection and sensor events into action — maintenance tickets drafted, quality holds routed, reports written — with your engineers approving the calls.

FREQUENTLY ASKED

Manufacturing AI FAQ

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Next Step

Start With One Line

Bring drawings, defect photos, and downtime history. We'll scope a single-line pilot and tell you honestly whether your data supports it.