KDOLabs finds those decisions in the systems you already run, puts a named owner and a clock on each one, and catches the next one earlier every cycle, while the cheap option still exists.
Your systems already show you what is true. We add the layer that records who decided what to do about it. Seeing was never the constraint: in every operation we walk through, the expensive failure was visible in the data before it hit, and it still hit, because visibility assigns nobody. KDOLabs builds the decision layer on top of the ERP, PLM and planning systems you already own. One mechanism, three parts:
Every consequential decision gets a person, a deadline, and a sealed record: who saw it, who called it, who signed it, and what deferral cost. Holding still is also a decision, and it gets signed too.
We walk the failure past the mechanism to the thing that drifted: the reorder point set against a dead build rate, the return right nobody tracked, the engineering change that stranded good stock, the cross-site transfer nobody triggered. Across systems, not inside one, and before the recovery value decays.
Every sealed outcome teaches the system where drift starts. Detection horizon compounds — the same class of problem surfaces at 21 days out that first surfaced at 6.
Why this matters now: scale, M&A and a decade of digitization multiplied the decisions your operation makes while quietly deleting the names on them. That gap costs you money with zero AI in the building. AI only widens it faster.
A real ladder from a real factory. Most reviews stop when they find the mechanism. One rung further sits the finding that changes anything:
| Rung | Finding |
|---|---|
| SYMPTOM | $4.1M of machined housings, no work order issued in 24 months |
| WHY 1 | Bought against a build rate the program dropped two years ago |
| WHY 2 | The MRP reorder point is still set to the old rate |
| WHY 3 | MRP triggered the buy automatically and nobody reviewed it |
| WHY 4 | The MOQ made over-buying cheaper per unit, and the buyer was measured on unit price |
| ROOT | Nobody owns the reorder point, and nobody owns the question of whether we should still be holding this. |
While that question sits unowned, the problem climbs on its own: stock stops moving (the planner) → cash ties up (the site controller) → the working-capital target slips (the CFO) → the provision hits the P&L and the auditor asks (the board). Four handoffs, four owners, nobody owning the chain — and it takes quarters, not days, which is exactly why it completes unchallenged.
Connects the scoped enterprise systems by mapping identity, never migrating data. Every attribute stays in your system of record and is resolved by reference. No golden records, no data lake, no eighteen-month integration. Observerd and measured business outcomes.
the agentic data layerRoutine calls run inside a bounded envelope and are logged. Novel commitments route to a named human who signs. We never force the outcome, doing nothing is allowed. It just stops being free and anonymous.
the accountability framework · a name on every decisionSigned decisions write back to the systems that execute them, and the outcome returns to the record that caused it. That sealed chain is what makes the next detection earlier — and it audits itself as a byproduct.
the write-back layer · earned autonomyNo modeled fog. Every number below is countable in your own ledger, and the ones that aren't — avoided disruptions, redeployed capacity — we decline to claim.
Two disciplines we hold even when it makes the slide smaller: cash released and working capital freed are two faces of the same event and are never summed. And the baseline is agreed with your finance team before the pilot starts, because a number finance didn't agree in advance is a number finance won't accept afterward.
Your last twelve months of disruptions already happened and the data already exists. Each stage below is funded by the evidence of the one before it, and each can be stopped.
| Stage | What happens | What it costs you |
|---|---|---|
| 1 · BACKTEST | We walk last year's significant events back five rungs on records you already hold, and tell you how many terminated at an unowned decision — and how many had a signal before impact. | Your records. Nothing else. |
| 2 · SHADOW | Read-only connection to the scoped systems. The loop runs live, produces decisions, acts on nothing. We measure detection lead time against what your people actually did. | One integration, weeks. |
| 3 · ONE CLASS, LIVE | One decision class, one or two sites, real decisions with a named owner and sealed outcomes. | A licence for that scope. |
| 4 · EXPAND | Add decision classes, never systems. System-led rollouts are how integration budgets eat the value they promised. | Incremental. |
And the walk-away clause, out loud: if the backtest shows identity can't be resolved across your systems for even one decision class, the mechanism doesn't work and we tell you so — before either side has spent anything. The sequence is designed to protect the buyer, not to reach a signature.
Nobody was persuaded that excess is bad. Nobody needed to be. Someone was required to decide, the options were priced while the cheap one still existed, and even the decision to hold got a name and a date.
The reorder point that created it now has an owner too. That's the difference between an inventory reduction you'll run again in two years and one you won't.
A sixty-minute walk-back of your last significant disruption — past the mechanism, to whoever owned the thing that drifted.
We run a limited number of these while we build a cross-company picture of where disruptions actually terminate. That picture is the benchmark your board will eventually ask you about.