Industries

You’re optimizing the number you can see. The money leaks in the part you can’t.

Pick your world. Each card below is that industry’s own report, x-rayed live, showing the trusted-but-wrong number that hides a margin or revenue leak, and ending on an honest “where the data is too weak to trust.”

Talk to us Find your industry Illustrative industry examples. Scope and evidence are confirmed before kickoff.

Pick your industry below for the live teardown, or talk to the people who would do the work.

What’s happeningthe number on your dashboard, reconciled against the real source data.
Whythe join nobody runs, the cost, channel or demand the headline hides.
What to dothe recoverable move, fast, from data you already have.
What not to trustwe name the part of the data that’s too weak to stand on.

Consumer & D2C

Founder · growth · CFO · Fast, self-serve, see it, then book a scan

Revenue is not profit. Once true landed cost, returns, fees and real CAC land, the bestseller is often the worst margin, and the customers you can reach are a fraction of the base.

D2C consumable & subscription brands
supplementscoffeepetskincare

Your bestseller may be your worst margin, revenue isn’t profit once COGS, returns, fees and true CAC land.

Connected & consumable hardware
air & water purifiersdevice + filter brands

You can see ~30% of your customers; the rest bought on marketplaces, invisible, and their consumables expire unseen.

Telehealth & DTC health
GLP-1 / weight-lossmedication + coaching

Your subscription looks healthy until pharmacy COGS, true CAC and month-3 churn land, the meds may lose money; coaching pays.

Manufacturing & Mobility

Plant / ops lead · CFO · See the leak in weeks from data you already have

You price and plan on numbers built upstream, standard cost, dispatch. The real margin and the real demand hide one join away, in the ERP and the spreadsheets nobody reconciles.

Discrete & contract manufacturing
componentsassembliesjob work

You price on standard cost. Real per-SKU margin hides in ERP plus three spreadsheets, and some lines ship at a loss.

Automotive (OEM & dealer)
launch funneldealer network

Spending big on the launch, but enquiries die unworked, spend burns unattributed, and you measure dispatch, not demand.

Materials & Supply Chain

Supply-chain head · S&OP · CFO · Release working capital, diagnostic from your ERP

The plan reads balanced because it tracks dispatch, not offtake. Meanwhile growth markets stock out and depots sit on aging stock, both at once, both invisible in the headline number.

Logistics & freight forwarding
multi-modalglobal lanes

Blended margin looks fine, but lanes costed from agent accruals never reconcile to the real invoice; some run at a loss.

Building materials & cement
cementRMCsteeltiles

Your S&OP reads 96% balanced, while growth markets stock out and depots sit on aging stock. The plan tracks dispatch, not offtake.

Pharma & Life Sciences

CEO · commercial / sales head · Executive briefing, committee sale

The dashboard reads primary sell-in, the one number that stays green while prescriptions, secondary offtake and field-force yield weaken underneath it.

Branded-generics commercial
field forcestockistsRx

You pay reps to call doctors who don’t prescribe, coverage is wide, Rx-yield is thin, and channel stock returns as expiry.

Multi-entity Groups

Group CFO · FP&A · Governance consult, committee sale

The consolidated total is roughly right, but the segment mix you allocate capital on is rebuilt by hand every close, and it can be backwards.

Diversified conglomerates
multi-segment groupscaptive power

The consolidated total is roughly right, but the segment mix you allocate capital on is backwards, and it’s rebuilt by hand every close.

Works with your stack

Warehouse-native. We build where your data already lives.

From Shopify and SAP to Salesforce and the warehouse up to the AI analyst on top, mapped to the tools you already run. No rip-and-replace.

AI analyst
answers, with confidence + caveats
Decide & activate
dashboards, and push back to your tools
Model · Gold
trusted metrics, your canonical model
Warehouse · Bronze/Silver
where your data lives
Ingest
pull every source in
Sources
your raw, messy systems
Runs on
cloud · IaC · orchestration

Don't see yours? The medallion model is source-agnostic, we connect what you run.

Not sure which door is yours?

Tell us the one number your team trusts most. We’ll show you, in 21 days, the leak hiding behind it, 3× the fee recovered, or you don’t pay.

Book a 15-minute fit call

No rip-and-replace. No long contract. Start with the live teardown, or just talk to us.