Ready-made garments
The floor already produces the data. AI turns it into margin.
Cutting tables, sewing lines, finishing and QC generate a continuous stream of signals that almost never reach a decision. We deploy vision and forecasting directly onto the floor, with no rip-and-replace of your ERP.
What we usually find
The cost lines that keep showing up
Defects caught at final QC instead of at the sewing station, after the labour is already spent
Line balancing decided by supervisor instinct, so efficiency swings shift to shift
Fabric utilisation locked to a marker plan nobody re-optimises
Buyer delivery dates promised without a reliable model of actual throughput
Deployments
6 things we know how to ship here
What the audit usually finds first: final qc rework loop: defects detected 40+ minutes downstream of origin (high saving); fabric utilisation: marker plans static across similar styles (high saving); manual attendance registers: 3 staff-hours a day reconciling gate logs (medium saving).
In-line fabric & stitch defect detection
Computer visionCameras over the cutting table and sewing stations flag broken stitches, skipped seams, shade variation and holes the moment they appear.
Catch defects at the station, not at final QC
Line balancing & efficiency forecasting
Time-series MLModel the real cycle time of every operation, then predict which station will bottleneck the line before the shift starts.
Steadier hourly output across shifts
Marker & cut-plan optimisation
OptimisationSearch the space of marker layouts against live roll inventory to squeeze more garments out of the same fabric.
Direct fabric cost reduction
Order-to-delivery ETA prediction
ForecastingGive merchandisers a defensible ship date from live WIP, absenteeism and machine status instead of a spreadsheet guess.
Fewer air-freight penalties
Workforce attendance & productivity
Face recognitionFace-recognition attendance that works at gate scale, tied to per-line productivity so payroll and output reconcile.
Ends buddy-punching and manual registers
Buyer compliance document AI
Document AIRead tech packs, PO amendments and compliance certificates, then auto-populate your internal systems.
Hours of merchandiser data entry removed
Edge GPU on-floor · RTSP camera feeds · ERP / MES connectors · Bangla + English UI
Proof
What we have shipped in rmg & apparel
Projects tagged with this sector, plus anything pinned to it in the admin.
Other playbooks
Sectors we also work in
Operating somewhere else? The audit looks at workflows, data and cost, not at your industry code. If we don't think we can help, the first call is where we'll say so.