Manual inspection and legacy vision systems weren't catching enough. So we built the layer that does.
How we gave a food manufacturer an AI safety net that catches contaminants before they reach the shelf.
Foreign Object Detection
Significantly Higher
Catches what manual + legacy systems missed
Manual Inspection Load
Reduced
People freed from line-side QC
Recall & Brand Risk
Lower
Stronger food safety compliance
Run the numbers on your own bottleneck
Plug in your headcount, salary, and weekly admin hours. See the financial bleed and the recoverable budget in real time, then bring the number to the review.
A leading food production company was doing everything by the book on quality control, manual inspection on the line, plus an existing automated vision system, and contaminants were still slipping through. In food manufacturing that isn't an inconvenience, it's an existential risk. A single foreign object reaching a supermarket shelf can trigger a full product recall, regulatory heat and brand damage that outlasts any single batch. Adding more inspectors wasn't a fix. Human attention drifts, throughput on a loose-leaf line is relentless, and the legacy vision system was already missing the subtle defects. They needed a genuinely new layer of defence, not more of the same.
Blackbook AI designed and deployed an AI-powered defect detection system built specifically for the client's loose-leaf production line. We trained a custom object detection model to flag anomalies in real time as product moves down the line, then layered image segmentation on top to draw a hard line between acceptable produce and potential contaminants with high accuracy. The whole stack runs on AWS, so it scales with production volume and plugs into the client's existing systems instead of forcing a rip and replace. When the model sees a defect, it triggers an automated alert immediately, so the line team can intervene before a contaminated pack gets any further.
From Robbie's desk
A short, no-fluff read from our VP of Growth on the bottlenecks worth watching, the AI execution patterns that are actually shipping, and the numbers behind them.
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Recruitment
Processing Time
< 5 Mins
Emergency Services
Auto-Cleared
60%
Retail
Payback Period
< 1 Month
Most consultancies want to sell you a 12-month transformation roadmap. We don't. Every engagement starts with a blunt 15-minute operational review directly with our VP of Growth. We look at your bottleneck, work out where it's actually breaking, and tell you if an AI execution path makes sense. No pitches. Just operator to operator.