Articles
Articles
Analysis and point of view on agentic AI in FMCG distribution
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What van sales distribution is, and what an AI agent does in an FMCG network that a dashboard cannot
What van sales means in FMCG distribution, and how an AI agent turns invoices and beat data into a decision that business intelligence only describes.
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Business intelligence versus agentic AI on invoices and the FMCG supply chain
What business intelligence describes well in distribution, and what agentic AI builds as cause and action from the same invoices.
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How an AI agent joins primary and secondary sales in FMCG distribution
The split between sales into the distributor and sales out to retail in FMCG, and when an AI agent may read the two layers as one claim.
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How an AI agent reads numeric and weighted store coverage in FMCG distribution
What numeric and weighted coverage mean in a distribution network, and which claim an AI agent can build from outlet invoices.
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Customer concentration and wholesale risk: what an AI agent flags in the distribution supply chain
How revenue sitting on a few wholesalers makes a distribution network brittle, and which claim an AI agent should build before anyone celebrates volume.
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Forward buying in distribution promotions: when an AI agent sees window sales are not effect
How a promotion in the distribution network pulls demand forward, and which claim an AI agent builds from invoices before and after the campaign.
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Is the brand losing a channel or the market? The distribution sales question for an AI agent
How a distribution sales manager asks an AI agent to split a brand decline between one channel and the whole market, on invoice evidence, not meeting instinct.
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Tiered discounts and incremental margin in the distribution network: how an AI agent scores pricing
Why extra volume from a tiered discount can empty margin in distribution, and how an AI agent computes incremental margin from invoices.
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The autonomy ladder in FMCG distribution operations: which decisions an AI agent must not own
The rungs of AI-agent authority in distribution operations, and why stock cuts, price, and dropping a customer must stay human.
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What invoice data an AI agent can use in distribution, and what you should not ask it
Which distribution-invoice fields are enough for a claim, and which questions sit outside Didrah’s AI agent and should stay unanswered.
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How agentic AI measures real promotion effect in FMCG distribution, not guesswork
The difference between in-campaign sales and the uplift agentic AI actually measures, and why that difference changes the budget call in FMCG distribution.
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Cannibalization in FMCG distribution: how an AI agent spots when a promotion didn’t create net sales
How an AI agent detects when a campaign ate a neighbouring brand’s volume in the FMCG supply chain, and what to do next.
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Reading FMCG campaign results with an AI agent: claim, evidence, and risk
The three-part frame an AI agent uses - claim, evidence, risk - to turn an FMCG distribution campaign report into a decision, not a narrative.