MANUFACTURING · DISTRIBUTION · DAIRY

AI Automation for Dairy.

Harmony digitizes paper load sheets and credit slips, watches code dates and credits with ML, forecasts short-code demand, and puts AI on collections. 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. Paper load sheets at the dock, cooler temp checks on a clipboard twice a shift, returns and credit slips keyed into Excel at day's end.

Harmony AI Solution. Captured once, at the dock and on the route, on handhelds and tablets. AI flags out-of-range entries the moment they are written.

U2

AI Search Across All Data

Use case 02 · AI SEARCH

Problem. "Which accounts got shorted on 2% gallons last week, and what did we credit them?" means three systems, two inboxes, and an Excel export.

Harmony AI Solution. Answered in seconds with the source shown, across the ERP, inboxes, and SKU history. Department-scoped agents for sales, warehouse, and AR.

U3

AI Production Scheduling

Use case 03 · AI ROUTING

Problem. Orders, cutoffs, and routes juggled by hand every afternoon against inventory, truck capacity, and delivery windows.

Harmony AI Solution. AI scheduling and routing models the constraints and proposes per-stop plans: what loads, in what order, on which truck. The router stays in charge and approves.

U4

Live Machine Data

Use case 04 · LIVE EQUIPMENT DATA

Problem. Cooler temps on a clipboard, scale weights on a printout, dock status a walk across the building. Nobody sees them next to the orders they affect.

Harmony AI Solution. Direct sensor and PLC connections, any brand, stream cooler temperatures, scale weights, and dock status in real time.

U5

AI Workflow Automation

Use case 05 · CODE DATES

Problem. Rotation lives in a picker's memory. Short-dated cases are discovered at the account and come home as credits and dumps.

Harmony AI Solution. Every lot's code date tracked from receipt. AI flags short-shelf-life inventory the moment it becomes short and proposes where it can still sell at full value.

U6

Returns + Credits

Use case 06 · RETURNS & CREDITS

Problem. Credit slips are keyed, totaled, and forgotten. The same accounts and the same SKUs generate the same credits month after month.

Harmony AI Solution. AI clusters the accounts, routes, and SKUs behind chronic credits and shows the pattern: over-ordering at one account, a cooler problem at another, a standing shortage on one route.

U7

Back-Office AI Automations

Use case 07 · FULL-SCOPE AI AGENTS · FINANCE, SALES, PROCUREMENT, LOGISTICS

Problem. The aging report is thousands of rows. Collections is a spreadsheet, a phone, and whoever has time this week.

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.

U8

Churn Watch

Use case 08 · CHURN WATCH

Problem. A customer trims cases, then drops SKUs, then calls the competitor. The rolling average catches it a month too late.

Harmony AI Solution. ML flags case and SKU erosion weeks ahead of the rolling average, account by account, so a salesperson calls while there is still a relationship to save.

U9

Inventory + Shortage Intelligence

Use case 09 · INVENTORY

Problem. The plant says it shipped, the DC says it never arrived, and shrink is discovered at the count, long after the cause.

Harmony AI Solution. Plant-to-DC visibility on one AI-maintained true-stock layer. Shrink flagged as drift the day it starts, not at quarter end.

U10

Forecast + Routes

Use case 10 · FORECAST & ROUTES

Problem. Buying on gut against short shelf lives. Nobody can say which routes actually make money once credits and miles are counted.

Harmony AI Solution. Short-code demand forecasting sized to shelf life, so the cooler holds what will sell before it dates out.

U11

RFID + Serial Genealogy

Use case 11 · TRACEABILITY & DOCUMENTS

Problem. One-up, one-back means a day in paper invoices and driver notes when the plant calls about a lot.

Harmony AI Solution. Lot traceability one-up and one-back in seconds, from receipt to stop. AI document processing reads paper invoices and driver notes and indexes them into one searchable layer.

01 / 11

YOUR LIKELY STACK

The systems and machines we meet on your floor.

SYSTEMS

NetSuiteAptean / AFSSageHomegrown AS/400-era ERPsOmnitracs / Roadnet routingWMSExcelCustom appsLocal servers

MACHINES

Floor and truck scalesBarcode scanners and handheldsCooler and trailer temperature sensorsDock doors and levelersLabel printers

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.

Code-Date Rotation Watch

Returns & Credits Cluster

Cooler Temp Sentinel

AR Collections Copilot

Account Churn Watch

Short-Code Forecast Agent

Route Profit Agent

Lot Trace Agent

Morning Report Writer

Custom Agents, built for your floor and back office

THE PATTERN WE SEE

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

The ERP, routing, and AR do not share data

The same SKU is named three different ways across the plant, the cooler, and the invoice.

Load sheets and temp checks are on paper

Drivers and dock staff write everything down, and it is keyed into Excel at day's end or never read at all.

Short-dated product is found at the account

Rotation depends on a veteran picker's memory, and there is no early warning on code dates.

The back office retypes data all day

The aging report is thousands of rows, credit memos are keyed by hand, and the same reports are rebuilt every morning.

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 or routing software?

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. NetSuite, Aptean, Sage, Omnitracs, Roadnet, or a homegrown system: the AI layer connects to it rather than ripping it out. Software and hardware agnostic.

Our ERP is an AS/400-era system. Can you even connect to it?

Yes, and it is common in dairy distribution. Read-only connections, scheduled exports, or on-prem, whatever the system allows. Data engineering is the work. AI is what it unlocks. First a digital transformation. Then an AI transformation.

Can you capture our cooler temperatures automatically?

Yes. Temperature sensors in coolers, docks, and trailers, any brand, streamed into the AI layer in real time. The compliance log writes itself, and when a cooler drifts, alerts go out by email, SMS, or Teams, even an AI phone call in the middle of the night.

Do the AI agents act on their own?

Read-only pilots. Every agent proposes. A person approves. Routes are proposed, the router approves. Collection emails are drafted, a person sends. Purchase suggestions are queued, a buyer signs off.

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-site 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.

With live data from the cooler to the collections desk, the whole operation runs a day ahead instead of a day behind.

Start a scoping conversation →

ADJACENT FLOORS WE RUN

Produce →Meat & Seafood →Bakery Ingredients →Beverage & Liquor →