Audiences AIArticles
Field notes and essays on decision systems: the layer between what a business knows and what it does next.
The decision layer
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The Missing Decision Layer
A decision layer is the part of an AI program that determines whether anything the system learns ever changes what the business does next. It is not a model or an output; it is…
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The return-risk score never leaves the warehouse
Walk into the fulfilment building of a mid-sized D2C brand and go past reception, past the packing benches, to a desk near the dispatch bay. This is where orders get looked at…
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The AI that sits around the work
I keep seeing the same AI budget take shape inside smaller companies. A founder brings in a consultant, or makes a first AI hire, and within a month there is a working list:…
Metrics that lie
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The Borrowed Quarter
The happiest quarter-close call I sat in this spring ran forty minutes, and thirty-eight of them were pleasant. Revenue was up, and full-price sell-through was up with it. The…
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Repeat Rate Is a Container
A 60% repeat rate. Profit down 38%. Same brand, same twelve months, and both numbers checked twice because the founder assumed one of them had to be wrong. Neither was. He runs…
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The day ₹2,500 stopped being a price point
On September 21 last year, ₹2,500 was a number a merchandiser picked. By the morning of September 22 it was a number the tax schedule picked for them. That was the day…
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Deliberation is intent
For a good stretch of my working life I sat inside retailers' recommendation and funnel models, tuning the logic that decides which shopper gets a nudge and which gets left…
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The Customer Who Was Never Leaving
Bed Bath Beyond died in April 2023, in a New Jersey bankruptcy court, at the age of fifty-two. The cause was recorded as debt and a failed turnaround. It was survived by a big…
Exposure and suppression
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The Discount You Cannot Aim
The standard advice on discounting is sound. Work out which customers actually needed the incentive and stop paying the ones who were coming anyway. Hold out a control group,…
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The Half-Second Your CRM Never Sees
The most consequential decision in an FMCG brand's quarter has changed address. It used to be made in front of a shelf, where the brand had at least fought for placement and…
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A marketplace storefront re-prices the buyer you already have
The most expensive customer a marketplace storefront can reach is the one the brand already won.
AI governance
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Demotion destroys its own evidence
A marketplace that demotes a seller manufactures the evidence that will later justify the demotion. A return-rate spike trips the model, rank drops or a warning badge appears,…
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Fourteen Pages, No Holes Showing
The deck arrived on a Sunday night with a one-line message: would love your read before Thursday. Fourteen pages. Five recommendations. A founder I have known for years had…
Manufacturing
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Recoverable is a verdict
The downtime sheet that opens the morning production meeting reads like a settled matter. Equipment failure sits at the top of the loss column, large enough that nobody argues…
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Refusal is a deliverable
Software has a settled habit when the data underneath it is bad: it answers anyway. Feed an analytics tool a downtime log where half the stoppages carry the reason code "other"…
The pattern hunt
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Two shapes, twenty industries
For most of this year we described our work as two products: a decision layer for retail demand signals and a triage system for the plant floor. In August we sat down to map…
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What a Deviation Code Leaves Out
Somewhere in a sponsor's clinical trial management system, a column is filling up with a short vocabulary: MISSED VISIT , WINDOW DEVIATION , IMPROPER DOSING , ELIGIBILITY…
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Holding the slot
Pull up tomorrow's OR schedule at any hospital that runs one and look at a single line. A case sits at 07:30 in a named room with a surgeon attached. The scheduling system…
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Which Five RFIs Matter
Picture a project trailer at half past six on a Tuesday morning. The RFI log on the screen shows forty-three open items. The number is illustrative, but anyone who has run a…
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Capex or repair
Two tickets, five months apart, identical wording. WATER LEAK , unit 12B. The work-order system did its job both times: it logged the request, dispatched a vendor, tracked the…