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Every milk delivery needs intake checks, every batch needs release documentation, and every order needs accurate processing. These daily routines follow defined rules, yet teams still handle much of the paperwork and data entry manually.
Our AI agents automate this work end-to-end across your ERP, LIMS, MES and cold-chain systems, giving your teams more time to focus on production and quality. Farming, processing and quality decisions stay with people.
Intake & testMilk intake documented and lab results matched to limits1
Process & releaseBatch records assembled and checked, release file ready for QA2
Order & shipOrders entered, cold-chain documents and invoices produced3
WHAT WE DO FOR DAIRY
More time for the milk,
less for the paperwork.
Agents handle orders and audits. Your team runs the plant.
1 / 3
Order intake · EDI, email, portalsOrder entry that scales with demand. Agents capture every order as it arrives.
Orders
Team capacity
Sales & Key Accounts · automation potential
64–74%
IT & Digital Operations · automation potential
67–77%
Order entry that scales with demand
Orders from EDI, email and portals arrive faster than a team can key them in. Agents read each order, validate it against the customer master and post it to the ERP, so accuracy and speed hold as volume grows.
EDI · Email · Portals
Compliance loadReports produced on schedule, by agents
AI agents prepare HACCP records and audit files from the data you already have. Audits start with a complete file, and your quality team stays focused on the product.
IFS · HACCP · Audits
Cost efficiencyCost per order drops as volume grows
Fastest go-live *
from 12 wks
Payback
< 12 mo
Less manual work
5–10×
Operations that scale with your volume
As volume grows, AI agents handle the extra orders, certificates and routine customer questions. Your business grows without costs growing at the same pace.
Orders · Certificates · Service
* Our fastest go-live. Timelines depend on the complexity of the project and its processes.
INSIDE A DAIRY ORGANIZATION
Custom agents, built for every
dairy department.
We don't deploy generic software. We design AI agents around the processes, tools and people of each function. Click any department to explore.
Milk Intake & Farm Operations
Every liter collected, graded and settled.
Agents optimize tanker routing, schedule farm testing, screen raw milk quality and antibiotics, and prepare farmer payment statements — across thousands of member farms.
Automation potential69–79%
Tanker route optimization
Farm test scheduling
Raw milk QC & antibiotic screening
Farmer payment statements
Milk supply forecasting
Dairy Processing Operations
Batches planned, yields analyzed, CIP on time.
Agents plan batches, monitor pasteurization and fermentation, manage cultures, analyze yield and schedule CIP — deviations caught and explained early.
Automation potential67–77%
Batch planning across dairies
Pasteurization & fermentation monitoring
Culture management
Yield analysis
CIP scheduling & deviation RCA
Packaging & Filling
Lines measured, labels compliant, waste caught.
Agents track OEE on aseptic and ESL filling lines, support SMED changeovers, approve artwork and keep label compliance and short-date stock under control.
Automation potential65–75%
OEE reporting per line
SMED changeover planning
Fill & seal monitoring
Artwork approval & label compliance
Short-date alerts & waste reduction
Quality Assurance & Laboratory
Batch release without the paper chase.
Agents orchestrate pathogen and antibiotic testing, allergen control, sensory panels, HACCP reviews and batch release — every non-conformance tracked to closure.
Automation potential67–77%
Incoming inspection & in-process checks
Batch release orchestration
Non-conformance & CAPA handling
Micro tracking & allergen control
Sensory panels & HACCP reviews
Procurement & Ingredients
Cultures, fruit preps and packaging — ordered, matched.
Agents forecast ingredient demand, support commodity hedging, run POs and invoice matching, and monitor supplier risk and ESG across the supply base.
Automation potential66–76%
Ingredient demand forecasting
Commodity hedging support
PO processing & invoice matching
Supplier risk & ESG monitoring
RFQ drafting & spend analytics
COLD CHAIN & DISTRIBUTION LOGISTICS
Temperature watched, stock rotated, exports documented.
Agents monitor cold-chain telemetry end-to-end, plan routes and loads, enforce FEFO on short-shelf-life SKUs and prepare dispatch and export documents.
Automation potential67–77%
Cold-chain telemetry monitoring
Route & load planning
Stock aging & FEFO alerts
Dispatch & export documentation
Returnable asset tracking
Sales & Key Accounts
Account managers in front of buyers, not spreadsheets.
Agents run promo planning and trade spend, draft JBPs and tenders, keep price lists current and handle order-to-cash exceptions across retail, foodservice and export.
Automation potential64–74%
Promo planning & trade spend
Joint business plan (JBP) drafting
Price list management
Order-to-cash exception handling
Tender responses & export sales
BRAND MARKETING & CONSUMER ENGAGEMENT
Campaigns briefed, shoppers understood.
Agents generate campaign briefs, mine shopper insights, localize content, monitor social and keep CRM segments and brand health current.
Automation potential65–75%
Campaign brief generation
Shopper insight mining
Content localization
Social monitoring
CRM segmentation & brand health
Finance & Controlling
Farmers settled, books closed, on time.
Agents calculate milk-price settlement to member farmers, handle AP/AR, VAT and excise, and prepare budget consolidation and cooperative reporting.
Digital Twin: your processes mapped and scored in five days.
What it does
The digital twin builds a searchable model of how your dairy actually runs. Short interviews with the people in each department, from milk intake and the lab to batch release and farmer settlement, are combined with the data in your ERP. Each process is recorded with its trigger, systems, volumes and the manual steps no system captures.
The objective
A validated map of your operations that shows where automation pays off first. Department heads confirm their processes, the twin ranks them by effort and payback, and you decide what to automate and in what order. The same model then supports the next automation, an ERP project or an audit.
What it does
The digital twin builds a searchable model of how your dairy actually runs. Short interviews with the people in each department, from milk intake and the lab to batch release and farmer settlement, are combined with the data in your ERP. Each process is recorded with its trigger, systems, volumes and the manual steps no system captures.
The objective
A validated map of your operations that shows where automation pays off first. Department heads confirm their processes, the twin ranks them by effort and payback, and you decide what to automate and in what order. The same model then supports the next automation, an ERP project or an audit.
Agents run inside your infrastructure, on-prem, private cloud or hybrid. No data leaves the plant without your approval. No dependency on us: it runs on infrastructure you control. The agent is yours to run, permanently.
You pay for the process automated, not consulting hours. If a process proves non-automatable, a voucher covers the next one.
03
From 12 weeks · fastest go-live
Our fastest projects go live from 12 weeks; the plan for yours comes out of discovery, because it depends on the process and the systems it touches. Payback within one year for the large majority of projects.
Dairy implementations from across our European portfolio. Names anonymized on request.
Documentation cycle
Typical workshops & interviewsMonths
With MLM's digital twin5 Days
How
Micro-interviews, in 5 days
400+
Employees interviewed
25+
Different processes audited
20
Case study
Months→Days
A European food producer's process-documentation cycle (normally months of workshops) was compressed to days via a searchable digital twin: 400+ AI micro-interviews with 25+ employees in 5 days, auditing 20 different processes for full transparency into actual workflows.
DAIRY FAQ
What dairy operators ask us.
Honest answers to the questions every Head of Operations, Plant Director or CTO has before going to production.
How do you handle data residency and privacy?
Agents run entirely inside your environment — on-prem, private cloud or your own hybrid setup. Recipes, customer data and pricing stay in your environment by default. We integrate via APIs your team already controls.
We integrate with what you run today — SAP, Dynamics, Infor, your LIMS and WMS — through their standard interfaces. No rip-and-replace, no parallel system to maintain.
Uncertain cases are escalated to your team with full context — the agent proposes an action, a human decides. Every decision is logged and feeds back into the agent's behavior.
Who owns the agents after go-live?
The agents are yours to run, permanently. They are built in your environment, on your cloud, and on fixed-price projects the source code and configuration are handed over to you. If we part ways, everything keeps running.
Our fastest projects go live from 12 weeks; the plan for yours comes out of discovery, because it depends on the process and the systems it touches. Payback within one year for the large majority of projects — and pricing is fixed per process, not per consulting hour.