AI for FMCG
Distributor orders, promotions and launches coordinated from brief to sign-off.
See the industry overviewWhich FMCG workflows should you automate first?
Three workflows that come up again and again in FMCG.
Order validationDistributor orders checked against products, prices and terms.
Promotion approvalsBriefs completed and sent to the named approver.
Launch coordinationTasks, files and approvals connected across teams.
Free tools
AI fit checkGet a structured read on one workflow: the service it calls for, what AI could take on, what stays with a person, and how ready it looks to start.Open the tool Automation priority scorerList up to five processes and see them ranked for automation, with a score, the hours each takes today and the reason for its place.Open the tool AI automation ROI calculatorEstimate what automating one workflow could be worth in hours and annual value, and how long it would take to pay back.Open the tool Human approval plannerDescribe one AI task and see the level of human control it needs, with a control pattern your team can set up.Open the tool
Related reading
How to calculate the ROI of AI automationCalculate the ROI of AI automation by measuring the current process first, then valuing hours saved at loaded cost, errors avoided and faster cycle times, and setting that against the full cost to build, run and support the system. Payback in months equals one-time costs divided by monthly net benefit, and ROI over a period equals total benefit minus total cost, divided by total cost. Express the result under conservative assumptions, and count saved hours as money only when they change hiring, overtime or contractor spend.Read Why AI pilots stall, and how to get one into productionAI pilots stall because of operational gaps visible from day one: no named owner, a demo on clean data and no plan for exceptions and approvals. This guide for companies of roughly 20 to 200 people covers seven decisions that let a pilot become production without a second project, plus the criteria for deciding whether to scale, fix or stop. It also shows what changes in monitoring, access, support and cost once a pilot goes live.Read Build, buy or integrate: deciding on custom business softwareBuy software for standard processes, integrate when your existing systems already hold the data, and build only where the process sets you apart. Companies of 20 to 200 people usually end up with a hybrid: buy the core system of record, then integrate or build the edges around it. Compare the options on 3 to 5 year total cost of ownership, not on the first invoice.Read How to connect AI to your ERP, CRM and data warehouseConnect AI to your ERP, CRM and data warehouse through the vendor's supported APIs, webhooks, event streams or an integration platform, not by writing straight to the database. Start with read access, send every write through a named approver until the workflow has proven itself, and check API limits, licenses, permissions and data quality before you commit to a design.Read Automating FMCG order entry and validation before the ERPTo automate order entry for FMCG, read each distributor or retailer order into standard fields, then check price, trade terms, promotions and credit before it reaches the ERP. Clean orders pass straight through, while exceptions go to the sales operations owner with the evidence attached. Credit, pricing and promotion decisions stay with a named person, in companies of roughly 20 to 200 people as much as in larger ones.Read Retailer deduction management: matching short payments to proofDeduction management is identifying, validating and resolving the amounts a retailer subtracts from a supplier’s payment by matching each one to the invoice, proof of delivery or promotion. Automation can read remittances and retailer backup, match each deduction to those records and route the unsupported ones to the right owner before the dispute window closes. Whether to dispute, write off or settle, and the conversation with the retailer, stay with people.Read Trade promotion approval process: how to speed it up with automationA trade promotion approval moves a brief through mechanics, funding, price and legal checks to a named approver before it reaches a retailer. It typically stalls on incomplete briefs, numbers that do not match the plan, and approvers waiting on each other by email. Automation can check the brief, validate the numbers, route it to the right approver and record the decision, while the commercial call and any exception to price rules stay with a person.Read In-house vs agency vs AI partner vs freelancer: how to staff an AI projectFor a first AI workflow, a specialist partner with named internal owners is usually the fastest route, and in-house hiring makes sense once steady work can keep a team busy. An AI project also needs a business owner and a process owner from inside your company, plus AI engineering, integration, data, cloud and change skills that you can hire, contract or bring in through a partner. Whichever route you take, your company should own the code, the accounts and the documentation.Read Technical debt in business systems: how to spot it, prioritize it and pay it downTechnical debt is the extra effort every future change costs because of shortcuts, age and neglect in the systems you already run. Leaders see it as slow changes, fragile integrations, spreadsheets holding processes together, one person nobody can replace, and software versions the vendor no longer supports. Pay it down in slices where it blocks work you actually plan to do rather than through a full rewrite, and expect AI projects to expose it fast.Read Three-way match: automating PO, goods receipt and invoice matching with tolerancesThree-way match compares the purchase order, the goods receipt and the supplier invoice before payment, so a company pays only for what it ordered and received at the agreed price. Automation can read each document, apply price and quantity tolerances and send every exception to the person who owns it. Approving payment above tolerance, accepting a price variance and changing supplier bank details stay with named people.Read
Other industries
RetailOrders, stock requests and product updates that move without anyone re-keying them.LogisticsShipping documents checked and every exception routed to the person who owns it.TelecommunicationsActivations, field visits and support requests that reach the right team first time.Real estateInquiries answered, applications complete and maintenance moving before anyone chases.Professional servicesClient intake handled, so your people spend their time on judgment.
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