Manufacturing agent
Production yield analysis
Find where yield is lost across the line and point to the steps that drive waste.
What it does
When a run closes, the agent joins its MES output, quality records, and material consumption to show where yield was lost by machine, shift, and material, and ranks the factors that track with the loss. Every figure traces back to the production records behind it for the ops team to check.
Without it: Yield loss hides across machines, shifts, and materials, so root cause takes weeks to track down.
- Rejects are attributed to the run that made them, not the shift that found them
- Separates process waste from short-supplied material and from rework returned to the line
- Sets the run against the last ten of the same product, not a fixed target
- Runs below the sample threshold are reported inconclusive rather than ranked
Illustrative example
Run 5510 of a 40s cotton yarn books 4,180 kg against a 4,400 kg plan. The agent splits the 220 kg gap across carding, spinning and winding, compares it with the last ten runs of the same count, and puts winding on B shift at the top alongside the two raw-stock lots those runs share. The plant manager opens the linked records and decides what to test next run.
MES
Booked output per run
Quality records
Rejects, rework by run
Material consumption
Material issued per run
Production yield analysis
WatchStarts when
A production run closes and its output is booked
How far it goes
it flags and records, and takes no action itself
Never
PARAMETER: enforced below the model, not asked of it
Loss locations
Split by machine, shift
Likely drivers
Ranked, or inconclusive
Ops view
Linked to source records
More manufacturing agents
- Fabric defect detectionSpot fabric defects on the line in real time, with every flag logged for quality review.WatchLine camerasManufacturing execution system+2
- Visual quality inspectionInspect products against your quality standard and route anything out of spec for a person to check.WatchInspection station camerasQuality standards library+2
- CCTV compliance monitoringTurn existing CCTV into governed, real-time compliance oversight, with privacy masking built in.WatchVideo management systemCompliance rule set+2
Case studies
View all
Manufacturing · Solution blueprintA Wrong Call on a Running Line Costs a ShiftRisky moves wait for a supervisor's sign-off; routine ones keep moving.Read case study →
Manufacturing · Solution blueprintHQ's AI Has Never Seen Your Line or Your YieldsIt runs on your floor instead, in-country, with the plant's data never leaving.Read case study →
Manufacturing · Solution blueprintPrice Leakage Commits Before Anyone Sees ItOff-contract and off-price buying is stopped at the order, not found in next quarter's spend analysis.Read case study →
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