MANUFACTURING · BUILDING PRODUCTS · CABINETRY, FURNITURE & MILLWORK

AI Automation for Cabinetry, Furniture & Millwork.

Harmony digitizes a hundred pen-and-paper collection points, finds pulled parts with RFID, catches defects the same shift, and schedules the plant 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

Thirteen ways the AI layer earns its keep.

Index · 13 use cases

U1

Paperwork Digitization

Use case 01 · PEN, PAPER & EXCEL

Problem. Quality tally clipboards, rework tickets, rip-saw yield sheets, planer tickets, Kanban cards, and hour-by-hour boards, keyed into Excel a day later.

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

U2

Live Machine Data

Use case 02 · LIVE MACHINE DATA

Problem. Line speed lives on the HMI, oven temps in a logbook, kWh on the utility bill. Nobody sees them next to defect rates.

Harmony AI Solution. Direct PLC connections stream line speed, oven temps, humidity, and kWh in real time, any brand, next to the quality data from the same hour.

U3

RFID + Serial Genealogy

Use case 03 · RFID TRACKING

Problem. A part pulled for repair disappears from the system. A replacement is ordered at a multiple of its original cost in material, labor, paint, handling, and freight.

Harmony AI Solution. RFID plus scan in/out at every repair bench. Last-known location before any replacement is ordered.

U4

In-Line Quality Intelligence

Use case 04 · IN-LINE QUALITY

Problem. Defects surface at final QC or at the customer. Hours of glue-ups carry the same flaw into scrap and remakes.

Harmony AI Solution. Every defect captured at the station with its cause: color, species, door style, station, shift, hour.

U5

AI Search Across All Data

Use case 05 · AI SEARCH

Problem. "Which color spiked rejects on sand 2 this morning?" means a walk, three phone calls, and an Excel export.

Harmony AI Solution. Answered in seconds with the source shown, across the ERP, quality capture, machine data, drawings, and document archives. Idle floor TVs become live AI line boards.

U6

AI Production Scheduling

Use case 06 · AI SCHEDULING

Problem. Level-load, dozens of colors, product-mix targets, truck cubage, and credit holds, juggled by hand every morning.

Harmony AI Solution. AI production scheduling models the planners' own logic and proposes the plan. The planner stays in charge and approves.

U7

Inventory + Shortage Intelligence

Use case 07 · INVENTORY

Problem. The system shows parts that do not exist, hardware stockouts get discovered at assembly, and cycle counts eat weekends.

Harmony AI Solution. An AI-maintained true-stock layer for parts, hardware, and lumber. Material-readiness before a job releases; count drift flagged before tomorrow's remakes.

U8

Predictive Maintenance

Use case 08 · RESOURCE INTELLIGENCE

Problem. Machines break down without warning, PM windows get skipped when the schedule is tight, 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.

U9

AI Workflow Automation

Use case 09 · JOBS MATRIX

Problem. Absences discovered at the line, skills tracked in a supervisor's head, coverage improvised at 6 a.m.

Harmony AI Solution. Badge tap-ins answer the question before the shift starts. AI suggests where the strongest people fit.

U10

Tribal Knowledge + SOPs

Use case 10 · WORK INSTRUCTIONS

Problem. Instructions live in binders and in heads; every new hire learns by interrupting a veteran.

Harmony AI Solution. Scan the ticket, see that cabinet's instruction for that operation, at the station.

U11

Yield Optimization

Use case 11 · YIELD OPTIMIZATION

Problem. Hardwood yield is tallied on paper after the fact. A bad bundle runs for a quarter.

Harmony AI Solution. Live yield by saw, species, and grade. A bad bundle shows in an hour, not a quarter.

U12

Knowledge Capture

Use case 12 · KNOWLEDGE CAPTURE

Problem. Decades of judgment walking out the door with every retirement.

Harmony AI Solution. Walk the floor, record, index. Anyone asks at the machine and gets the answer in the veteran's own words.

U13

Back-Office AI Automations

Use case 13 · FULL-SCOPE AI AGENTS · FINANCE, SALES, PROCUREMENT, LOGISTICS

Problem. Supervisors rebuild the same morning reports in Excel; AR and order cleanups eat afternoons; no one screen shows the whole plant.

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

SAPHomegrown SQL / BI2020 DesignAutoCADLegacy document archivesAging CRMsExcelCustom appsLocal servers

MACHINES

Weinig mouldersHomag CNC + door linesBiesseSCMTimesavers sandersVenjakob finish linesSuperficiCeflaRFID 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.

Missing Part Locator

Sand Line Quality Watch

Hardwood Yield Agent

Color Defect Cluster Agent

Jobs Matrix Agent

Material Readiness 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 cabinetry, furniture & millwork floor, and why they happen.

The ERP, quality, and the floor never connect

The ERP does not talk to the floor, the quality system does not talk to the ERP, and the same part is named three ways in three systems.

Floor data is written on paper at a hundred points

Quality tallies, rework tickets, rip-saw yield sheets, planer tickets, Kanban cards, and hour-by-hour boards are filled in by hand.

Know-how lives in a few veterans' heads

The veteran who knows why sand 2 burns certain species is retiring, and the finish-line lead who can read an orange-peel pattern by eye has no backup.

Rejects are counted at end of line, cause already gone

By the time rejects are tallied at final QC, a full day of glue-ups 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, and when a system deserves to be replaced, we replace it. Where there is no MES, or a fragmented one, the Harmony platform becomes the factory's MES: station capture, live line boards, quality, tracking, and scheduling on one AI-native layer.

Can you get live data off our moulders, CNC, and finish lines?

Yes. Direct PLC and sensor connections, Allen-Bradley/Rockwell, Siemens, Omron, Mitsubishi, or any other brand, via OPC UA or whatever the machine speaks, plus scales and meters, streamed into the AI layer in real time.

Our part tracking is the real problem. Where does RFID fit?

RFID tags and scan points go in at the stations where parts go missing: repair benches, rework loops, staging. Installed as part of the digital transformation, hardware agnostic, at cost. Every part answers: where am I right now?

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 puts part tracking, quality, and machine data on one live layer, so pulled parts get found instead of re-ordered.

Start a scoping conversation →

ADJACENT FLOORS WE RUN

Building Products →Windows, Doors & Hardware →HVAC Equipment & Components →Cabinetry, Furniture & Millwork →