AI & Robotics / Computer vision
Vision that catches defects at line speed.
Camera mount, lighting, eval sets, and alert routing for inspection on moving lines — measured by catch rate, not demo reels.
Overview
From camera mount to production alerts
Demo reels do not catch defects at line speed. 360XCEL locks catch rate and false-positive budgets before spend, then mounts cameras and lighting for your product — not a lab conveyor.
Eval sets come from live SKUs. Alerts land where quality and shift owners already work. A named lead stays through production weeks so the model is not orphaned after go-live.
Hardware, models, and ops routing ship as one inspection system you can score every shift.
Who this is for
Operators we build this with.
Quality leaders
Plants that need defect catch on moving product with budgets they can defend.
Manufacturing ops
Lines that cannot stop for a science project mid-shift.
Continuous improvement
Teams ready to instrument one process with a clear metric.
On the floor
Photography from live operating contexts.
Capabilities
From camera mount to production alerts
We lock the success metric, instrument the line, and ship alerts where quality teams already work.
- Defect and object detection on moving lines
- Lighting and camera placement in scope
- Eval sets from live product
- Alert routing to shift owners
How we deliver
Discover → pilot → commission → support.
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01
Lock metric
Catch rate, UPH, or forecast usefulness is written before spend — not after a demo reel.
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02
Instrument
Cameras, cells, or data feeds installed against live product and real traffic.
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03
Prove
Pilot window with operators on shift; false-positive and safety budgets enforced.
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04
Scale
Expand only after the first cell or line holds the number; named lead stays through ramp.
Scope
What this engagement covers.
Hardware
Cameras, mounts, and lighting.
Models
Trained and scored on your product.
Ops
Alerts with false-positive budgets.
Owner
Named lead through production weeks.
Outcomes
What “done” looks like on the floor.
Metric-first spend
Catch rate locked before cameras and models are funded blindly.
Line-ready installs
Mount and lighting designed for your product and speed.
Operator alerts
Signals routed to people who can stop or sort — not a dashboard graveyard.
Industries
Verticals where this capability lands.
FAQ
Questions operators ask before kickoff.
How do you measure success?
Catch rate and false-positive budgets are written before hardware spend.
Studio data or live product?
Evals use live product from your line — not stock photos.
Who gets alerts?
Routing is defined with shift and quality owners so pages are actionable.
Is lighting in scope?
Yes. Camera mount and lighting are part of the engagement, not an afterthought.
AI & Robotics
Related capabilities in this pillar.
Ops intelligence
Predictive ops and assistants that answer from POS, EMS, and plant systems of record — with a named owner after launch.
Warehouse robotics
Autonomous mobile robots and pick systems planned for real traffic — with UPH targets and safety zones before hardware lands.
Industrial automation
Collaborative robots, industrial arms, and grippers with fencing, interlocks, and a throughput number you can measure every day.
Systems integration
APIs, dashboards, and support that keep all pillars online — so you are not stitching four vendors after go-live.
Have a line ready for vision inspection?
Send a short brief. A producer replies the same business day. contact@360xcel.com