For garment and textile factories that want steadier quality and less downtime
Manual inspection is tiring and slow, standards vary from person to person, and the defects that slip through come back as rework and customer complaints. Machines fail without warning and orders slip. WarpDriven Factory AI joins visual quality inspection, equipment health monitoring, RFID warehousing and quality data into one hardware-and-software system that runs locally on your production line.
Does any of this sound familiar?
The bigger the order, the more it rests on the eyes and experience of a few veteran inspectors.
The same garment gets a different verdict from a different person or on a different shift, and problems are easier to let through when you are rushing an order.
What we doOne visual model checks every piece. The pass criteria live in the system, and every garment has its images and its record.
Broken threads, skipped stitches, stains and shade differences are found only after shipping, and rework, deductions and lost customers cost more by then.
What we doA 360° scan on three sides before packing, with alarms by defect type, so a faulty piece is stopped on the spot.
Equipment condition is opaque, so you repair after it breaks, and over-maintenance and under-maintenance exist side by side.
What we doA vibration and temperature sensor on every motor, analysed at the edge in real time, with early warnings when a fault is only starting.
Finished garments come in many styles, colours and sizes, so manual counts are slow and error-prone, and warehouse and store numbers often disagree.
What we doBulk RFID reads capture goods in, goods out and stocktakes automatically, and the data goes straight into your ERP.
From a roll of cloth to a finished garment,Fabric inspection · Garment inspection · Size measurement
AI is watching every step.
Six capabilities, used alone or together
Start with the one step that hurts most, then extend to the whole line and the whole factory once it works.
Pneumatic shaping and multi-camera scanning cover the front, back and inside. It recognises more than 23 types of common defects, including broken threads, skipped stitches, stains and shade differences, and raises alarms by type.
Cloth passes continuously under a light bar and a camera array, and weaving flaws, slubs, stains and shade differences are found automatically, so faulty fabric is picked out before cutting.
Cameras measure the key dimensions of a garment and compare them with the tech pack, which cuts the time and error of measuring by hand with a tape.
One three-axis vibration and temperature sensor per motor, connected over an RS485 bus. An industrial PC computes health indicators in real time, abnormalities are alerted by level, and maintenance has evidence to work from.
RFID tags are read in bulk for goods in and out, transfers and stocktakes. Style, colour and size are clear, and warehouse and store stock match in real time.
Defect, equipment and output data come together on one dashboard and in quality reports. It connects to your ERP / MES, and for custom needs it can link to WarpDriven Forge.
How AI visual inspection works
Take a jeans station as the example. The number of stations is set by your output, and you can start with two as a pilot, then scale with capacity.
The operator hangs the garment on the pneumatic fixture.
The garment is inflated into shape under fixed lighting, so every piece is photographed the same way.
High-definition images from several angles are captured in a single pass.
The back is shot again.
Covers inside seams, lining and other places that are easy to miss.
Each piece is judged pass or fail against the defect standards and thresholds you confirm, with images and a record kept for every garment and faulty pieces counted by type.
Want to know how accurate it can be on your products?Send a batch of photos of defective and good samples, and we will run a free assessment.
Book a free line assessment
Know what is wrong with a machineVibration · Temperature · Health score · Tiered warnings
before it stops.
Equipment health monitoring
A wired bus connection is not bothered by wireless interference in the workshop. Data is computed at the edge before it is uploaded, and raw waveforms never leave the workshop.
An integrated three-axis vibration, acceleration and temperature sensor with IP67 protection, connected over RS485 / Modbus.
An industrial PC calculates time-domain and frequency-domain indicators such as RMS, peak and kurtosis in real time, with millisecond threshold alarms done locally.
Health assessment and life trends, fault warnings and maintenance work orders, dashboards and reports, with a link to your ERP / MES.
A whole carton of garments passes one gate,Goods in · Transfers · Stocktakes · Stores
and style, colour and size are read at once.
How it goes live
The hardware can be installed under remote guidance. You only need to arrange one or two electricians to help.
A remote meeting to settle what to inspect, which equipment to monitor and what the goal is.
Architecture design, hardware selection and technical review.
A detailed quotation with hardware, software and services listed separately, and you sign only after you confirm it.
Procurement, pre-configuration and international logistics.
Installation, commissioning and testing under remote video guidance.
Collect samples from your real line, calibrate thresholds and tune the models.
System acceptance, staff training and handover manuals.
Technical support, monthly reports and algorithm upgrades.
Why you can trust us
Warp Driven Group Pty Ltd (ABN 50 654 759 985) coordinates international projects, and our China team is based in Beijing.
Stations, cameras, algorithms and the management system are designed and delivered as one, so you do not have to piece together several suppliers.
Algorithms are trained defect type by defect type for garments, with an understanding of sewing processes and fabric behaviour.
Inference runs locally at the edge, and raw images and waveforms do not leave the factory. We work with the cloud only when needed.
Multilingual support, video-guided installation and remote commissioning make it workable for factories overseas.
Beyond the factory floor, it can connect to sales ERP, distribution and overseas operations. See the AI business partner and the distribution system.
Before we work together, you may want to ask
Common garment defects fall into four groups and more than 23 types: sewing and structure (broken threads, skipped stitches and so on), fabric (slubs, snagged yarn and so on), appearance and colour (stains, shade differences and so on) and workmanship and shape (twisted legs, creases and so on). The exact list is set by your products and your inspection standards.
It depends on the fabric, the colour and the type of defect, so there is no single answer. We first assess your samples, then learn a baseline from real line data at a pilot station, and the acceptance criteria are written into the contract.
A visual inspection station can sit in its own place before packing, and the monitoring sensors are added to existing motors, so changes to your production process are generally not needed. We assess it against your site layout.
By default inference and storage happen on an industrial PC in your factory, and raw images and vibration waveforms do not leave the site. Only summarised indicators are uploaded to the management platform, and only with your authorisation.
From requirements review to acceptance and training it usually takes two to three months, depending on the number of stations, hardware delivery and the time needed for baseline learning. You can start with one or two stations as a pilot.
We quote by the number of stations, the hardware configuration and the scope of service, with hardware, software and services listed separately, and a subscription is also possible. We start with a free assessment, then give you a plan and a quotation, and you decide.
The visual inspection method applies equally to other products that need appearance checks. Please send sample photos and your inspection standards first, and after assessing them we will tell you whether it can be done.
Start from the one step that hurts most
A free line assessment: 30 minutes, online.
Email info@warp-driven.comWarp Driven Group Pty Ltd · Headquartered in Sydney
