AI Margin Stack
CSV preview
Sample report

Free local preview

Upload your AI usage CSV.

We check one workflow for cost, retries, failures, and margin risk. Use a sanitized export: no prompts, secrets, API keys, or customer names.

Your file stays localNo signup. No production access.The preview runs in your browser and only shows whether the CSV has enough signal.

Step 1

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Drop your file here or choose it from your computer. The preview will pick the workflow with the strongest cost signal first.

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What columns work?
  • Best columns:customer_idworkflow_idstatuscost_usdretry_countprice_usd
  • Partial CSVs still load, but the result may call out data gaps.

Demo result

At risk: 14% of spend is retry/failure related

1 failed runs plus retry spend are consuming cost before users see value.

Recommended decisionFix retry/failure behavior before changing pricing or enforcing hard caps.
Preview healthAt risk
Cost per usable outcome$0.263
Retry spend14%
Margin estimate$1.160
Cost per usable answer$0.263

Shows the economic cost of the user-visible outcome, not just token spend.

Retry and failed-run spend14% of provider cost

This is the workflow cost that aggregate token dashboards usually hide.

Customer concentrationcustomer_power_user · 58%

Power users can be retention-positive and economically unhealthy at the same time.

Data gapsoutcome reason · retry reason

The paid diagnostic reviews missing fields before recommending pricing, caps, reliability changes, or instrumentation.

Parsed usage rows

View rows behind this preview

This is the parsed CSV shape used for the preview. Keep prompts, secrets, response bodies, and private customer data out of this file.

OutcomeCustomerCostRetry / snapshot
completedcustomer_power_user$0.4560000 retry · price_pro_v1
completedcustomer_acme$0.1640001 retry · price_pro_v1
failedcustomer_acme$0.0760001 retry · price_pro_v1
completedcustomer_beta$0.0940000 retry · price_pro_v1