What systems does it touch?
Loan accounting, warehouse records, time allocation and vendor invoices. Start with reconciliation and lineage.
FINANCE & INSIGHT
Know what
each loan earns.
Your P&L should explain the work. Connect revenue, labor and third-party costs to each customer, loan or engagement. See where the margin went, trace the number to its source and decide what to change while the next file is still moving.
EXPLORE THE WORK / ILLUSTRATIVE
From a loan file to its P&L.
Measurement starts with a baseline: contribution margin and time to explain it. Agree the scope and approval rules before delivery.
FINANCE REVIEW / FICTIONAL LOAN 8842
Where did the margin go?
Illustrative numbers and source-system labels. Contribution before corporate overhead; not a customer result or realized savings estimate.
1. Assumptions, before the estimate
Revenue and non-carry costs are held constant. Warehouse carry is modeled linearly at $1,370 ÷ 19 days. Actual facility terms, rates and release timing vary.
| Line item | Amount |
|---|---|
| Revenue | $3,950 |
| Broker cost | -$1,225 |
| Labor | -$800 |
| Quality control | -$225 |
| Warehouse carry | -$1,370 |
| Contribution | $330 |
Why this number?
$3,950 − $1,225 − $800 − $225 − round(($1,370 ÷ 19) × 19) = $330. At 19 days, contribution is $330. The change isolates carry cost; it does not establish that faster release is achievable.
Illustrative source map: revenue and broker cost → loan accounting; labor → time allocation; quality control → vendor invoice; carry → warehouse ledger. A real deployment must reconcile those records first.
2. Root cause to investigate
The flagged file spent 19 days on the warehouse line. A fictional comparison file spent 12. Investigate release-document timing before concluding that the difference was avoidable.
3. Proposed operating change
Assign an owner to missing release documents and review outstanding items daily. A seven-day reduction would change this model by approximately $505 per comparable file, before the cost of the intervention. That is a scenario, not a forecast.
The finance owner decides what evidence is needed next.
4. Track the next cohort
Compare release delay, actual carry cost and intervention effort on comparable later files. Keep the baseline, changed process and observed outcome separate.
Demonstration only. No live customer data, credit decisions or production actions. A workshop establishes feasibility in your environment.
THE IMPLEMENTATION QUESTIONS
Agree the boundary before building.
What stays human?
Credit, financial and customer-impacting decisions remain with authorized people. Scope the permitted actions and recovery path before rollout.
What evidence exists?
This page is a fictional demonstration of a workflow pattern. Our published case library identifies historical work and attributed endorsements separately.
Inspect the proof →For the operating perspective behind our work, browse Nik’s conversations with founders and operators. The podcast establishes perspective, not a claim of delivery results.
YOUR NEXT MONTH COULD LOOK DIFFERENT
Bring the work
you wish was done.
We’ll work out what to automate, what to keep human,
and where to start.