category-sales.csv
Synthetic SKU-level actuals
Consumer goods / Prepared walkthrough
Calculate contribution from the actuals supplied.
01 / Define the context
These files were authored for this example. No customer documents are included.
Synthetic SKU-level actuals
02 / Ask a specific question
What gross margin do the two product rows imply?
Review only the supplied packet. Keep units and versions explicit. When evidence is missing, show the gap.
This instruction is part of an authored demonstration. It has not been executed against the native product in this build.
03 / Inspect the intended output
| SKU | Revenue | Cost | Gross margin |
|---|---|---|---|
| SKU-A | $2,000 | $1,300 | 35% |
| SKU-B | $2,400 | $1,800 | 25% |
Gross margin = (revenue − cost) / revenue. Other operating costs are not included in the supplied file.
Inspect the supporting source04 / Follow the source
sku,units,revenue,cost SKU-A,100,2000,1300 SKU-B,80,2400,1800
Gross margin = (revenue − cost) / revenue. Other operating costs are not included in the supplied file.
Native product evaluation pending. This is an authored example of the intended workflow, not a recording of model output or a customer result.
The displayed tables are authored expected outputs derived from the synthetic packet. No accuracy, latency, customer impact, or product pass rate is reported. Native recorded artifacts will replace examples after evaluation.
Synthetic operating examples. Forecast accuracy, margin improvements, and commercial savings have not been measured.