3D twinSpinning · weaving · processing · composite mills

Textile mill digital twin Yarn to truck, one live mill.

A 3D model of your mill that shows yarn cover, beams, looms, dye vessels, stenters, inspection frames, roll stock and trucks as they stand now. Each problem appears where it happens and reaches its owner on WhatsApp.

  • Every department yarn store to gate, plus boiler, ETP and solar
  • No new sensors to start loom controllers, ERP, registers and WhatsApp first
  • Live, replay, forecast now, the last 24 hours and the next 72

01Live 3D twin

A composite textile mill, department by department.

Pick a view from yarn to dispatch, click any loom, vessel or frame for its record, or open an insight card to fly to the problem.

Loading the 3D plant…
3D Plant digital twin
LIVE · — · Shift B Colour by

What you see
    What AutoWhat does
      Fictional layout · sample data
      AI insights0 in this view
      Click a card to fly to the machine. Each alert reaches its owner on WhatsApp and the 9 am brief.
      Drag to rotate · scroll to zoom · click a machine or an insight card

      Fictional composite textile mill with sample data — your twin is drawn from your own site and systems.

      02Definition

      What a textile mill digital twin is, area by area.

      Each area below matches a guided view in the 3D mill; the yarn store and dye house share one view.

      A textile mill digital twin is a live 3D model of a spinning, weaving, processing or composite mill that stays in step with the real mill through the data it already records. It places yarn cover, beams, loom states, dye batches, stenter lots, inspection grades, roll stock and trucks where they happen, so each problem reaches the person who can fix it before the shift ends.

      Yarn store

      Raw material
      What you see
      Yarn pallets by count and lot, coloured by days of cover against the loom plan.
      Data it reads
      ERP or Tally stock, yarn issues and open purchase orders.
      What it flags
      A count that runs out before the supplier can deliver, with an order-by date.

      Dye house

      Shade
      What you see
      Each HT vessel with its batch, shade, temperature and load.
      Data it reads
      Dye recipes, batch cards, lab dips and spectrophotometer readings.
      What it flags
      Batches drifting off shade and half-loaded vessels that can be combined.

      Warping and sizing

      Preparation
      What you see
      Creels, warpers, the sizing range and finished beams waiting for looms.
      Data it reads
      Beam register, size recipe, warper counters and the loom plan.
      What it flags
      Looms about to run out of beam, size pick-up below target, slow creel changes.

      Weaving shed

      Looms
      What you see
      Every loom running, on watch or stopped, with the quality on it and metres woven.
      Data it reads
      Loom controllers where fitted, stop logs, or supervisor entries on WhatsApp.
      What it flags
      Stops on looms carrying urgent orders, warp-break spikes by row, shift gaps.

      Processing and finishing

      Stenters · LA
      What you see
      Stenters and the LA line with speed, temperature, width and the lot in process.
      Data it reads
      Machine set points, process cards, chemical issue and the order book.
      What it flags
      Temperature drift that risks shrinkage, long changeovers, re-processing by shade.

      4-point inspection

      Quality
      What you see
      Each inspection frame with the roll under check, its points and its grade.
      Data it reads
      Inspection entries and defect photos captured on a phone app.
      What it flags
      Below-grade rolls booked for first-quality orders, defects traced back to loom, beam and lot.

      Roll warehouse

      Stock
      What you see
      Every rack position coloured by roll age, with the forklift picking live orders.
      Data it reads
      Roll barcodes, bay and level master, and sales orders.
      What it flags
      Rolls aged 90 and 180 days, long pick paths, fast movers stored too high.

      Dispatch and gate

      Trucks
      What you see
      Docks loading, waiting or reserved, and trucks leaving with route and ETA.
      Data it reads
      Gate passes, dock schedule, loading scans and GPS.
      What it flags
      Trucks waiting past the norm, part-loads that can be combined, carriers running late on a lane.

      Utilities

      Boiler · ETP · power
      What you see
      Boiler, effluent treatment, substation, water and rooftop solar beside the departments they serve.
      Data it reads
      Energy and steam meters, water readings, ETP logs and the shift plan.
      What it flags
      Steam or kWh per metre above norm, ETP tanks near their limit.

      Order trace

      One order
      What you see
      One sales order followed from booking through yarn, dyeing, weaving, finishing, inspection and dispatch.
      Data it reads
      Order book, production, inspection, warehouse and gate records joined on the order number.
      What it flags
      Orders that will miss their date, and orders that can ship early.

      03Measures

      The measures a mill actually runs on.

      Each measure is defined once and computed the same way for every shed and shift.

      MeasureWhat it tells youWhere it comes from
      Loom efficiency (%)Picks inserted as a share of picks possible at rated speed; the weaving shed's main yardstick.Loom controller or pick counter; shift log
      Warp and weft breaks per lakh picksHow often yarn breaks per 1,00,000 picks; points to sizing, yarn quality or loom setting.Loom stop log by reason
      Beam readinessBeams ready against looms that will need one in the next 48 hours.Beam register; loom plan
      Right-first-time dyeing (%)Batches that reach shade with no addition or re-dye.Batch cards; lab approvals
      Shade variation (ΔE)Colour difference between batch and approved standard; the buyer sets the limit.Lab spectrophotometer
      First quality (%)Share of inspected metres graded A under the 4-point system.Inspection app
      Points per 100 sq yd4-point penalty points normalised to fabric area; the basis of the roll grade.Inspection app
      End breaks per 1,000 spindle hoursSpinning mills: yarn breaks on the ring frame; the first sign of a fibre or setting problem.Ring frame monitoring or doffer register
      Energy, steam and water per metrekWh, steam and water per metre or kg, by department and shift.Energy meters; boiler and ETP logs

      04Problems it removes

      Four things a mill finds out too late.

      Each is recorded somewhere today, in a different department's register.

      Problem 01

      Looms stop for yarn or beams nobody ordered in time

      The twin nets yarn and beam need against the loom plan and shows days of cover for every count. A shortage arrives with an order-by date while the supplier can still deliver.

      Problem 02

      A sizing fault shows up as rejected rolls a week later

      Size pick-up, warp breaks by loom row and broken-end points at inspection sit on one record, so the fix goes to the sizing range, not the inspection frame.

      Problem 03

      Off-shade lots are found after finishing

      Each vessel's ΔE, recipe and lot are tracked from the dye house to the stenter. A drifting batch is held for a lab check before it costs a re-dye and a re-process.

      Problem 04

      Second-quality rolls and aged stock reach the wrong order

      Only graded, passed rolls can be booked against first-quality orders and loaded. Aged rolls are offered first on new orders, not found at the next stock count.

      05A shift on the twin

      One afternoon on the sample mill.

      Three moments from the fictional mill above; every figure is illustrative.

      14:05

      40s cotton has three days left

      The twin netted next week's loom plan against stock and the supplier's six-day lead time. The purchase head got the alert on WhatsApp with 4.2 t to order today, so six looms do not stand idle on Monday.

      14:20

      Warp breaks up 40% in one row

      All eight looms in row C ran beams from the same sizing range, where pick-up had fallen below target. The weaving master held the next beam and the sizing operator raised size concentration.

      14:26

      A truck waits for rolls on QA hold

      Nine rolls for the Mumbai load were held at inspection while the truck stood at dock 2. The twin found graded alternates of the same quality in the warehouse, and dispatch loaded them to keep the evening delivery.

      06How it is built

      How a textile mill digital twin is built from your own records.

      Five steps with your plant team, starting from the data the mill already keeps and adding sensors only where a missing reading costs money.

      1. 01

        Draw the mill

        We trace sheds, godowns, the dye house and utilities from a site drawing or satellite view and confirm them on site.

      2. 02

        Connect the records

        Loom controllers where fitted, ERP or Tally, beam and batch registers, inspection entries, gate passes and the WhatsApp groups supervisors already use.

      3. 03

        Model the flow

        Yarn to beam to loom to finishing to roll to truck, with your norms for efficiency, pick-up, ΔE and points; every rule shows its source.

      4. 04

        Send alerts to owners

        Each alert goes on WhatsApp to the master, in-charge or head who can act, with the next step and a one-tap reply.

      5. 05

        Review and tune

        Shift and week reviews run on the 24-hour replay; rules and thresholds are tuned from what the mill missed.

      Data it connects to

      • Loom controllers or counters — picks, speed, stops and stop reasons where the loom fleet supports it
      • ERP or Tally — sales orders, yarn stock, purchase orders and dispatch
      • Beam and batch registers — beam numbers, size recipe, dye batch cards and shade approvals
      • Lab — spectrophotometer ΔE, shrinkage and GSM results
      • Inspection app — 4-point points, defects with photos and roll grade
      • Gate and transport — gate passes, dock schedule, GPS and proof of delivery
      • Meters and logs — energy, steam, water and ETP readings
      • WhatsApp — stop reasons and shift notes from supervisors where no machine feed exists

      Rollout

      1. Weeks 1–2 · DrawLayout traced; order book, yarn stock and loom stops connected.
      2. Weeks 3–4 · ConnectPreparation, dye house and inspection records added; norms agreed with each master.
      3. Weeks 5–6 · AlertFirst WhatsApp alerts live for one shed or process, and the 9 am brief running.
      4. Then · ExtendRemaining departments, utilities, dispatch and further units on the same record.

      07Compared

      Textile mill digital twin vs ERP and loom monitoring, compared

      Spreadsheets & registersTextile ERP or loom monitoringAutowhat digital twin
      ScopeOne department per sheetERP: orders, stock and accounts. Loom monitoring: the weaving shedEvery department, utilities and the gate on one model
      Where a problem showsIn the next morning's registerOn the module or shed screen that owns itOn the loom, vessel, frame or dock it affects, live, with 24-hour replay
      Cause across departmentsFound by asking aroundEach system sees its own partSizing, weaving and inspection joined, so the cause is visible
      Yarn and beam shortagesSpotted when the loom stopsERP shows stock; need is worked out by handCover in days against the loom plan, with an order-by date
      What it needs to startClerks and registers already in placeERP: the modules in use. Loom monitoring: a sensor or controller link on each loomRecords the mill already keeps; sensors only where a missing reading costs money
      Who actsWhoever reads the registerThe user of that moduleThe owner, on WhatsApp, with the next step
      Shift and week reviewRegister totals, read the next morningReports from each module or shed screenA 24-hour replay and a 72-hour forecast on the same 3D mill

      Terms used on this page

      Loom efficiency
      Actual picks inserted as a percentage of the picks possible at the loom's rated speed in the time available.
      Size pick-up
      The percentage of size added to warp yarn on the sizing range; too little raises warp breaks on the loom.
      4-point system
      A fabric inspection method that gives 1 to 4 penalty points per defect by length, normalised to points per 100 square yards.
      ΔE (delta E)
      A number for the colour difference between a dyed sample and the approved standard; lower is closer.
      Stenter
      A finishing machine that holds fabric at set width while it is heat-set, dried or finished.
      Liquid ammonia (LA) finish
      A cotton finishing process that improves smoothness, lustre and shrinkage resistance.

      Read next

      FAQQuestions about textile mill digital twins

      Straight answers, before the call.

      What a textile mill twin is, what it needs and what it takes in India.

      What is a digital twin in the textile industry?

      A digital twin in the textile industry is a live model of a mill, machine or fabric that stays in step with the real one through data. For mill operations it is a 3D model of the plant showing yarn cover, loom states, dye batches, inspection grades, roll stock and trucks as they stand now, with alerts to the person who acts.

      How does a textile mill digital twin work?

      It joins records the mill already keeps on one model of the site. Loom stops, beam and batch registers, lab results, inspection entries, stock and gate passes are placed on the shed, vessel, frame or dock they belong to; rules then flag what is short, stuck or off-norm and send it to the owner on WhatsApp.

      What is the difference between a mill digital twin and a digital fabric twin?

      A mill digital twin models the plant and its flow; a digital fabric twin models one fabric's look and drape. Fabric twins are scanned materials used in 3D fashion design and virtual sampling. A mill twin is operational: it tracks yarn, beams, looms, dye lots, rolls and trucks so the mill delivers on time and in grade.

      Is a textile digital twin the same as textile ERP?

      No. Textile ERP records orders, stock, purchases and accounts, module by module. A textile mill digital twin reads from the ERP, adds loom stops, registers, lab, inspection and gate records, and shows the whole mill in one 3D view with cause-linked alerts. Most mills keep their ERP and add the twin on top.

      How is a digital twin different from a loom monitoring system?

      A loom monitoring system tracks the weaving shed; a digital twin covers the whole mill around it. The twin uses the loom feed where it exists and joins it with yarn cover, sizing, dyeing, finishing, inspection and dispatch, so a warp-break spike can be traced to the beam and size recipe behind it.

      Can a textile mill digital twin simulate a change before the mill makes it?

      Not in the engineering sense. A simulation model tests a new layout or machine setting offline, on assumptions an engineer sets. Autowhat's textile mill twin is operational: it shows the mill live, replays the last 24 hours and forecasts the next 72 on the same 3D model, such as looms about to run out of beam or orders that will miss their date.

      Do we need new sensors on our looms to start?

      Usually not. Most mills already record enough in loom controllers or counters, ERP or Tally, registers, inspection entries and WhatsApp groups. The twin starts with those, accepts supervisor entries for older looms, and adds sensors only where a missing reading costs money.

      What data does a textile mill digital twin need?

      A textile mill digital twin needs a site layout and the records each department already keeps: orders and yarn stock, the loom plan, beam and dye batch registers, lab results, inspection grades, roll locations, gate passes and energy readings. Gaps are shown as not recorded rather than estimated, so the mill sees which feed to add next.

      Can it be used in a spinning mill, not only weaving?

      Yes. A spinning mill twin draws the blow room, carding, draw frames, combers, speed frames, ring frames, autoconers and the yarn godown on the same platform, tracking end breaks, doffs and count-wise production against orders. The 3D view here shows a weaving-led composite mill.

      How long does it take to build a textile mill digital twin?

      The first mill is scoped in a 30-minute working session on your own data. Most products go live on one site or process within weeks, typically starting with one shed or department, then extending to the rest of the mill, utilities and further units on the same record.

      How much does a textile digital twin cost in India?

      A textile digital twin from Autowhat is priced per deployment after a 30-minute working session; there is no public list price. Cost depends on the number of units and departments, the systems to connect, and whether any sensors are needed. Starting from existing records keeps the first phase small.

      Who in the mill uses the digital twin?

      Owners and plant heads use the whole-mill view and the 9 am brief. Department masters act on loom, beam and stenter alerts; the dye master and lab on shade; the QA lead on graded rolls; purchase on yarn cover; dispatch on docks and trucks. Each person gets only the alerts they own.

      Where does the data sit and who owns it?

      The data stays yours. The twin runs on managed cloud, in your own VPC on AWS, Azure or GCP, or on-premises, with your keys. India data residency is available when required, and the twin reads from plant systems without changing them.

      Does it help garment and home-textile units linked to a mill?

      Yes. Orders that move from the mill to a garment, made-ups or home-textile unit can be followed on the same order record, from fabric roll to finished piece to truck. Photo-evidence quality checks before packing come from AutoQC, and planning and yarn buying from Production and Procurement, all feeding the same twin.

      08Briefing

      Send us your mill layout and a week of records. We will show your mill as a twin.

      A working session: your sheds drawn, two or three sources connected, first alerts written with your masters.