Harmony AI
MANUFACTURING · OUTDOOR & CONSUMER PRODUCTS · OUTDOOR LIVING

AI Automation for Outdoor Living.

Harmony digitizes paper coat checklists and oven logbooks, streams the cure ovens live, catches enamel defects the same shift, and levels the seasonal build with AI. One AI-native operating system over everything: your floor, your machines, and the software you already run. No rip-and-replace.

Mossberg, America's oldest family-owned firearms maker, runs with Harmony AI on the floor.

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THE PROCESS

First a digital transformation. Then an AI transformation.

FIG. 01 · THE TWO ARCSARC 1 · THE DIGITAL TRANSFORMATIONARC 2 · THE AI TRANSFORMATIONCLIPBOARDS & PAPEREXCEL & TRACKERSERP & SOFTWAREPLCS & MACHINESDIGITIZECONNECTUNIFYFORWARD-DEPLOYED ENGINEERSON YOUR FLOOR · IN PERSON · IN WEEKSHARMONY AI PLATFORMONE LIVE DATA LAYERERP · PLCS · SENSORS · SCALESQUALITY · INBOXES · DOCS · SPREADSHEETSNO MES? THIS BECOMES THE MESAI SEARCH · SOURCES CITEDAI AGENTS · HUMANS APPROVEAI PRODUCTION SCHEDULINGBACK-OFFICE AUTOMATIONS
ARC 1 · DIGITALTHE DIGITAL TRANSFORMATIONCLIPBOARDSEXCELERP + SOFTWAREMACHINES (PLCS)DIGITIZE · CONNECT · UNIFYONE LIVE DATA LAYEREVERY RECORD, SYSTEM, AND MACHINEBUILT ON-SITE, IN PERSON
ARC 2 · AITHE AI TRANSFORMATIONONE LIVE DATA LAYERTHE FOUNDATIONAI SEARCHANSWERS WITH SOURCES CITEDAI AGENTSPROPOSE · A PERSON APPROVESAI PRODUCTION SCHEDULINGTHE PLAN PROPOSES, PLANNER APPROVESBACK-OFFICE AI AUTOMATIONSFINANCE · SALES · PROCUREMENT · LOGISTICSAI ON TOP OF THE FOUNDATION
Data engineering is the work.AI is what it unlocks.
THE PHASED ROLLOUT

Three phases of a digital and AI transformation.

PHASE 01PAPEREXCELCAPTUREDONE LIVEDATALAYEREVERY PAPER POINT DIGITIZED · MACHINES CONNECTED
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 02SENSORS LIVEAI SCHEDULE BOARDPM BEFORE FAILUREPROACTIVE OPERATIONS AT SCALE
PHASE 2

Production & Operations Scale

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

PHASE 03LIVE DATALAYERAGENTAGENTAGENTHUMANS APPROVEAGENTS ACT ON THE LIVE LAYER
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.

PAPERSTATION TABLETLIVECAPTURED ONCE · SAME SHIFT
U1

Paperwork Digitization

Use case 01 · PEN, PAPER & EXCEL

Problem. Paper weld and coat checklists, cure-oven logbooks, pack-out inspection sheets, and a seasonal build schedule that lives in one planner's Excel file.

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

ANY PLCLIVEONE SCREENSTREAMED IN REAL TIME
U2

Live Machine Data

Use case 02 · LIVE MACHINE DATA

Problem. Booth temp lives on the HMI, cure profile in a logbook, humidity on a wall gauge. Nobody sees them next to the reject rate from the same hour.

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

01020304DEFECT FOUNDSIGNAL SENT UPSTREAM, SAME SHIFTFIXED AT THE START OF THE LINE
U3

In-Line Quality Intelligence

Use case 03 · IN-LINE QUALITY

Problem. Coating and enamel defects surface as units exit cure, or at the retailer. By then a shift of production carries the same flaw, and the booth conditions behind it are gone.

Harmony AI Solution. Every defect captured as it exits cure, with its coat batch, booth, and hour.

STATIONREPAIRRFID TAGLAST KNOWN LOCATION · GENEALOGY
U4

RFID + Serial Genealogy

Use case 04 · RFID & SERIALIZATION

Problem. A damage claim or warranty return arrives and nobody can say which coil lot, weld cell, or coat batch built that unit. The traceback is a guess.

Harmony AI Solution. RFID through weld, coat, and assembly. Every unit's serial tied to its coil lot, weld cell, coat batch, and pack-out check.

ASK ANYTHINGAI SEARCHALL SYSTEMSANSWER + SOURCES CITEDSECONDS, NOT PHONE CALLS
U5

AI Search Across All Data

Use case 05 · AI SEARCH

Problem. "Which retailer POs ship this week short?" or "What drove the enamel reject spike?" means a walk to the floor, three phone calls, and an Excel export.

Harmony AI Solution. Answered in seconds with the source shown, across the ERP, live machine data, QC capture, and chargeback records. Natural-language questions, cited answers.

THE PLAN PROPOSESPLANNER APPROVESCONSTRAINTS MODELED, NEVER GUESSED
U6

AI Production Scheduling

Use case 06 · AI SCHEDULING

Problem. The pre-season build is leveled by hand in Excel against capacity nobody has measured and warehouse space nobody has counted. One planner carries the whole season.

Harmony AI Solution. AI production scheduling models the season: retail commitments, line capacity, coat changeovers, and storage. The plan proposes the leveled build.

MATERIAL INLOSSLIVE, BY LOTA BAD LOT SHOWS IN AN HOUR
U7

Yield Optimization

Use case 07 · YIELD OPTIMIZATION

Problem. Coil and blank yield is tallied on paper after the fact. A bad coil or a worn die runs for weeks before the scrap rate makes anyone look.

Harmony AI Solution. Coil and blank yield live at stamping, with nesting optimization on the blanks. ML flags the coil or die behind a scrap spike the shift it starts.

SYSTEM40FLOOR12TRUESTOCKAI AGENTPOSUPPLIERPO DRAFTED AUTOMATICALLY · A PERSON APPROVES
U8

Inventory + Shortage Intelligence

Use case 08 · INVENTORY

Problem. Steel counted one way, hardware another, cartons discovered short at pack-out. Seasonal coverage against retail commitments is a monthly argument.

Harmony AI Solution. An AI-maintained true-stock layer for steel, hardware, and cartons. Seasonal coverage against retail commitments on one screen, drift flagged before it becomes a short shipment.

MACHINEPM WINDOWBEFOREFAILURESERVICE SCHEDULED BY ML
U9

Predictive Maintenance

Use case 09 · RESOURCE INTELLIGENCE

Problem. A press or cure oven breaks down in the middle of the build-ahead, and the lost days come straight out of the season. Preventive maintenance gets skipped whenever the schedule is tight.

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

INVOICESPOSREPORTSAI AGENT, WORKINGAPPROVEDFINANCE · SALES · PROCUREMENT · LOGISTICS
U10

Back-Office AI Automations

Use case 10 · FULL-SCOPE AI AGENTS · FINANCE, SALES, PROCUREMENT, LOGISTICS

Problem. Retailer chargebacks arrive faster than anyone can dispute them, and supervisors rebuild 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.

VETERANINDEXEDAT THESTATIONASKED AND ANSWERED IN HIS OWN WORDS
U11

Tribal Knowledge + SOPs

Use case 11 · WORK INSTRUCTIONS

Problem. Build steps live in binders and in heads. Every seasonal hire learns by interrupting the line lead in the busiest weeks of the year.

Harmony AI Solution. Scan the ticket, see that unit's build steps for that operation, at the station.

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YOUR LIKELY STACK

The systems and machines we meet on your floor.

SYSTEMS
SAP Business OneNetSuiteEpicorExcel-run seasonal planningCustom appsLocal servers
MACHINES
Amada pressesAIDA pressesFanuc weld cellsLincoln weld cellsNordson powder coat linesGema enamel linesCure ovensRFID 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.

Every agent proposes. A person approves. That line never moves.

AI AGENTS

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

Coat-Line Quality Watch
Cure Oven Sentinel
Coil Yield Agent
Seasonal Coverage Planner
Chargeback Recovery Copilot
Retail PO Parser
Pack-Out Verifier
Press Cycle Anomaly Agent
Morning Report Writer
Custom Agents, built for your floor and back office
THE PATTERN WE SEE

The problems we see on every outdoor living floor, and why they happen.

Orders, quality logs, and the seasonal plan never connect

SAP Business One or NetSuite holds the orders, the coat line logs to a clipboard, the seasonal plan lives in Excel, and the chargebacks live in email.

Quality checks are written on paper

Weld checklists, coat checklists, cure-oven logbooks, and pack-out inspection sheets are filled out by hand.

The seasonal build is planned by hand

One planner reconciles retail commitments, line capacity, and warehouse space in a single Excel file.

Rejects are counted after cure

Enamel and coating rejects are tallied as units exit cure, hours after coating.

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.

ON-SITE, IN PERSON · SOFTWARE + HARDWARE AGNOSTIC · READ-ONLY PILOTS · US-HOSTED OR ON-PREM · HUMANS APPROVE EVERY ACTION

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
QUESTIONS, ANSWERED
Our whole season is planned in one Excel file. Can you really replace that?

We start by modeling it, not replacing it. The planner's own logic, retail commitments, capacity, coat changeovers, and storage, becomes an AI scheduling model that proposes the leveled build-ahead. The planner approves every plan. The Excel file retires when the planner stops opening it.

Can you trace a warranty return or damage claim back to how the unit was built?

Yes. RFID through weld, coat, and assembly ties every unit's serial to its coil lot, weld cell, coat batch, and pack-out check. When a claim arrives, the traceback is a lookup, not an investigation, and the chargeback recovery agent drafts the dispute with the evidence attached.

Do you replace our ERP?

Additive by default. The AI layer sits on top of what you already run, SAP Business One, NetSuite, Epicor, or anything else, 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.

Can you get live data off our presses, weld cells, and coat 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. Booth temp, humidity, cure profiles, and press counts streamed into the AI layer in real time. Software and hardware agnostic.

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.

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.

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.

Harmony AI puts your machines, quality data, and seasonal plan on one live system, so you can build ahead of the season on real numbers.