What does a Cursor usage CSV look like in the scan?
Same shape as a Dashboard usage export (model, kind, included rows). Shows spend by model and what to check on your invoice—not a fake product P&L.
Cost and margin scan
See how your costs and margins look together.
Start with an example, or use your own numbers. We’ll walk you through it step by step.
Try before you export
Named samples — who this is for
Each sample is a short fictional story. Run one to see the kind of readout you get—then use your own files if it helps.
Which product still makes money after model cost?
Maya’s Stripe and OpenAI bills look fine separately. This join shows Support Copilot underwater while Document Extractor looks healthier.
Where did the OpenAI bill go before a room launch?
Casey’s escape-room company burned images and overlapping staff GPTs launching The Clockwork Vault. Spend by launch/marketing/ops— not inventing unit margin from bookings.
Where the files come from
You do not need special TurnerLab CSVs
Most AI SaaS teams already have money-in (billing) and money-out (model usage) in different portals. Export each as CSV, then map columns below. Missing customer/product on cost files is common— we label that as Unattributed so you still see total cost pressure.
Revenue — Stripe export
In Stripe Dashboard, open Payments or Customers and export a CSV for the period you care about. Look for date, customer email or name, product/price description, amount, fee, and refund columns.
Not on Stripe? Any billing CSV with date, customer, product, and amount works—use the mapper.
Costs — OpenAI, Anthropic, or Cursor
Download a usage/cost export. OpenAI/Anthropic: date, model, cost. Cursor: Dashboard → Usage → Export CSV. Map product → model, category → usage type, amount → Cost. Use Usage only if you have no revenue file.
Cursor often shows Included or Free instead of dollars—those count as $0 here. On-demand dollar rows and your invoice are the bill.
What you get
Spend by product or project when tags exist, and plain next moves. Dollar gaps are estimates over a target—not guaranteed savings or audited books.
Prefer a story first? Use the Cursor, Maya, or Casey samples above—no files required.
Input
Add exports, then map columns
Full margin view needs revenue + cost. Privacy-first? Run usage only with a cost CSV—no Stripe file required.
Maximum 5 MB per CSV
1
Revenue export
Gross collected revenue, fees, and refunds.
No file selected
date, customer, product, amount, fees, refunds
Map revenue columns
2
Provider-cost export
OpenAI, Anthropic, or other usage/cost CSV.
No file selected
date, customer, product, provider, category, amount, units
Map cost columns
Add a cost / usage CSV to run—or open a named sample above.
Usage only needs a provider-cost CSV. It shows spend accountability—not product margin from revenue you did not supply.
Your local result
Spend signal
How to read this
Product economics
Margin by product
| Product | Net revenue | Cost | Profit | Margin |
|---|
Rule-based findings
What deserves review
Decision support—not audited accounting or guaranteed
savings.
This scan does not connect to Stripe or OpenAI. It uses only the supplied rows and deterministic rules. It cannot infer missing attribution, R&D timing, taxes, accruals, or whether a modeled gap is recoverable. Re-export after you change tags or pricing to see if the signal moved.