MANUFACTURING · PLASTICS, PAPER & MATERIALS · TEXTILES & APPAREL

AI Automation for Textiles & Apparel.

Harmony digitizes paper defect tallies and dye-kitchen notebooks, ties shade drift to dye lots, tracks rolls with RFID, and sequences styles with AI. One AI-native operating system over everything: your floor, your machines, and the software you already run. No rip-and-replace.

Start with a pilot ROI Calculators & Tools

THE PROCESS

First a digital transformation. Then an AI transformation.

FIG. 01 · THE TWO ARCS

ARC 1 · DIGITAL

ARC 2 · AI

Data engineering is the work.AI is what it unlocks.

THE PHASED ROLLOUT

Three phases of a digital and AI transformation.

PHASE 01

PHASE 1

Lay the Data Foundation · Digitization

Every pen-and-paper record digitized at the station, every software system connected, and all of the data unified into one live layer. The digital transformation starts here.

PHASE 02

PHASE 2

Production & Operations Scale

Factory operations turn proactive: live sensors and machine data, the AI scheduling board, predictive maintenance before failure.

PHASE 03

PHASE 3

AI-Native Operations

Agents across the floor and the back office act on the live layer: quality signals, reports, copilots. Humans approve.

AI USE CASES

Eleven ways the AI layer earns its keep.

Index · 11 use cases

U1

Paperwork Digitization

Use case 01 · PEN, PAPER & EXCEL

Problem. Defect tallies on paper at the inspection frame, dye recipes and adds in kitchen notebooks, machine stoppage logs on clipboards, yield sheets keyed into Excel a day later.

Harmony AI Solution. Captured once at the frame and the kitchen on tablets. AI flags out-of-range entries the moment they are written.

U2

Live Machine Data

Use case 02 · LIVE MACHINE DATA

Problem. Stops scribbled in a log, speeds visible only at the HMI, range conditions known only in the dye house. Nobody sees them next to the defect maps from the same hour.

Harmony AI Solution. Direct PLC and sensor connections, Allen-Bradley/Rockwell, Siemens, Omron, Mitsubishi, any brand, via OPC UA or whatever the machine speaks.

U3

In-Line Quality Intelligence

Use case 03 · IN-LINE QUALITY

Problem. Streaks and shade drift surface at inspection, hours after the dye lot ran. A whole run of rolls carries the same flaw into seconds and claims.

Harmony AI Solution. Every defect mapped at the inspection frame as the roll comes off, with its position, style, machine, and lot.

U4

AI Search Across All Data

Use case 04 · AI SEARCH

Problem. "Which rolls came from that dye lot?" or "What stopped tufter 4 this month?" means a walk to the frame, a call to the dye house, and an AS/400 export.

Harmony AI Solution. Answered in seconds with the source shown, across the ERP, machine data, dye recipes, and inspection maps. Idle floor TVs become live AI line boards.

U5

AI Production Scheduling

Use case 05 · AI SCHEDULING

Problem. Styles sequenced by hand every morning against yarn availability, dye lot groupings, and which machines can run which gauge, juggled in a spreadsheet and a scheduler's head.

Harmony AI Solution. AI production scheduling sequences styles against yarn readiness, dye lots, and machine capability, and proposes the plan. The planner stays in charge and approves.

U6

RFID + Serial Genealogy

Use case 06 · ROLL GENEALOGY & RFID

Problem. A claim comes in and nobody can say which fiber lot, machine, or dye lot built that roll. Rolls go missing between finishing and shipping and get remade.

Harmony AI Solution. Full genealogy, fiber lot to machine to dye lot to roll to customer, on every serial.

U7

Yield Optimization

Use case 07 · YIELD OPTIMIZATION

Problem. Fiber and yarn are the largest input cost, and yield is tallied on paper after the fact. A bad line or a bad shift runs for weeks before the numbers catch it.

Harmony AI Solution. Yield by line and by shift, live. Cut-plan AI nests orders across rolls to cut waste, and a bad line shows in an hour, not a month.

U8

Inventory + Shortage Intelligence

Use case 08 · INVENTORY

Problem. Yarn creels come up short mid-run, dye chemicals stock out on a weekend, and cycle counts never match the AS/400.

Harmony AI Solution. An AI-maintained true-stock layer for yarn, fiber, and chemicals. Style-readiness checked before a run schedules; count drift flagged before it stops a machine.

U9

Predictive Maintenance

Use case 09 · RESOURCE INTELLIGENCE

Problem. A tufter goes down without warning, PM windows get skipped for rush orders, and work orders get lost on clipboards.

Harmony AI Solution. Machine memories with history, criticality, and live status. Protected PM windows only the owner can move.

U10

Tribal Knowledge + SOPs

Use case 10 · DYE KITCHEN KNOWLEDGE

Problem. Recipes, adds, and corrections live in kitchen notebooks and in the heads of dyers who are retiring. Every new colorist learns by ruining lots.

Harmony AI Solution. Recipes and veteran color knowledge recorded, indexed, and searchable at the machine. Anyone asks how a shade was pulled back on and gets the answer in the dyer's own words.

U11

Back-Office AI Automations

Use case 11 · FULL-SCOPE AI AGENTS · FINANCE, SALES, PROCUREMENT, LOGISTICS

Problem. Claims investigated by hand across three systems, certifications assembled from folders, supervisors rebuilding the same morning reports in Excel.

Harmony AI Solution. Full-scope AI agents run the workflows across financial, sales, procurement, and logistics: deductions and AR worked automatically, POs parsed from the inbox, and reports written before the morning meeting.

Scope. Financials, sales, procurement, and logistics automations, in the same platform.

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YOUR LIKELY STACK

The systems and machines we meet on your floor.

SYSTEMS

SAPDatatexInforHomegrown AS/400-era systemsExcelCustom appsLocal servers

MACHINES

Card-Monroe tuftingTuftco tuftingPicanol loomsToyota loomsMonforts dye ranges & finishingBrückner finishingInspection framesRFID infrastructure

You might run any of these. Or none of them. Harmony is software and hardware agnostic, and we connect live machine data from any PLC brand and any software or custom app.

AI AGENTS

Agents that watch, flag, and act. Humans decide.

Stoppage Cluster Agent

Shade Drift Watch

Dye Lot Tracer

Roll Genealogy Agent

Yarn Readiness Agent

Cut-Plan Nesting Agent

PO Inbox Parser

AR + Collections Copilot

Morning Report Writer

Custom Agents, built for your floor and back office

THE PATTERN WE SEE

The problems we see on every textiles & apparel floor, and why they happen.

The ERP, the dye house, and inspection never connect

The ERP does not talk to the tufting floor, the dye house does not talk to the inspection frame, and the same style is numbered three ways across SAP, an AS/400-era.

Defects and dye recipes are recorded on paper

Defect tallies live on paper at the inspection frame, dye recipes in a kitchen notebook, and stoppage logs on clipboards.

Dye know-how lives in a few veterans' heads

The veteran dyer who can pull a shade back on with one add is retiring, and the fixer who hears a bad pick before the loom stops has no backup.

Defects are tallied at inspection, hours after the dye lot

Streaks and shade drift are counted at the inspection frame, hours after the dye lot ran, and by then a whole run of rolls carries the same flaw.

The back office runs on manual work

POs are typed in from emails, invoices keyed into the ERP, deductions and AR worked from spreadsheets, and reports built by hand before the morning meeting.

THE PILOT

$15–20K. 4–6 weeks. One painful problem.

We pick one specific pain point, send engineers to live in your factory for 4–6 weeks, and solve it. One-time payment, working software by week 3, and no obligation to go further. If you do, you choose the modules that you like.

FIRST CALLSECOND CALLCHOOSE PILOTDATA ACCESS FROM ITON-SITEBUILDTESTROIREVIEW

Start with a pilot →Book a Demo →

QUESTIONS, ANSWERED

Do you replace our ERP?

Additive by default. The AI layer sits on top of what you already run, SAP, Datatex, Infor, or an AS/400-era system, and when a system deserves to be replaced, we replace it. Sometimes we're the layer on top of your MES. Sometimes we are the MES.

Our tufters and looms are decades old. Can you still get live data off them?

Yes. Direct PLC and sensor connections, Allen-Bradley/Rockwell, Siemens, Omron, Mitsubishi, or any other brand, via OPC UA or whatever the machine speaks. Where an older tufter or loom exposes nothing, sensors go on at cost. Software and hardware agnostic.

Can the AI really tie a streak at the frame back to a dye lot?

That is the core of in-line quality intelligence here. Defects are mapped at the inspection frame as rolls come off, machine data and dye records stream in from the same hours, and ML ties streaks and shade drift to dye lots and range conditions within the shift, then signals the dye house upstream. Baseline first, then measure. Estimates are labeled as estimates.

How does the AI get our data?

Read-only connections, scheduled exports, or on-prem. Security is reviewed together in scoping. Read-only pilots: every agent proposes, a person approves.

Do you work remotely?

No. We always start a pilot in person and on-site, with forward-deployed engineers on your floor. Very rarely do we do anything remotely.

What does it cost after the pilot?

A per-plant annual platform: unlimited seats, no user fees, hardware at cost. The pilot itself is $15-20K over 4-6 weeks against one painful problem, with working software by week 3.

Harmony AI ties every roll to its fiber lot, machine, and dye lot, so claims and shade problems trace back in seconds instead of days.

Start a scoping conversation →

ADJACENT FLOORS WE RUN

Pulp, Paper & Packaging →Plastics & Rubber →Outdoor Apparel & Footwear →