24/7 live review for production line visual AI, quality above 95% by month two

Human in the loop support for visual deviation detection on production lines, with a response time requirement under two minutes.

<2 minresponse time

>95%quality by month two

1 weekto assemble the team

The challenge

Client E provides visual AI for production line monitoring. It needed humans to review model output around the clock so its customers could react faster to process deviations and edge cases.

The requirements were 24/7 coverage, responses under two minutes and a quality KPI above 95%.

What we did

We assembled and trained a dedicated team within one week, then ran an iterative feedback loop with Client E and weekly review calls to lift quality.

Results

The quality target of above 95% was reached by the start of the second month, with responses held under two minutes.

Client E reported better deviation detection with fewer false positives and less time spent on manual monitoring.

More case studies.

Close view of a robotic gripper above a machined gear.

Client B · Physical AI & robotics

2,000 robot videos described every week by a team built in seven days

~2,000videos a week

30+annotators in one week

LiDAR point cloud of a street intersection in an annotation tool, with vehicles in 3D cuboids.

Client C · Autonomous driving & mapping

Half a million images for autonomous navigation, with every file kept on EU servers

500k+images

1,000+hours of video

A human verification layer for AI extracted fields on construction bills, invoices and site notes, running 24/7 until the model no longer needed it.

Client A · Construction

Live verification inside a production AI pipeline, under 2 minutes, for six months

<2 minresponse, six months

24/7/365three shifts

See what we would do with your data.

Send a small batch and get it back done, free, usually within 24 to 48 hours. You judge the work before you pay for anything.

Request a pilot Book a call