Concentration
Total spend, cost per request, provider and model mix, workload concentration, and period totals visible in the file.
Free local AI spend analysis
Measure AI spend and find gaps in the export.
Analyze a standard CSV export in your browser. See spend concentration, workload attribution, cost per request, period totals, and the measurement gaps blocking a defensible optimization decision.
02 / Bring a usage export
AI Spend Snapshot
Use the standard Snapshot CSV format. Each row can represent one request or an aggregate for a day, model, provider, or workload.
- Files stay on this device
- No account or vendor credentials
- Downloadable aggregate report
- No unsupported savings promises
CSV format
Required: date, provider, model, cost_usd
Recommended: workload, requests, input_tokens, output_tokens, reasoning_tokens, cached_input_tokens, retries, errors, latency_ms
AI Spend SnapshotLocal analysis
Bring a usage export
Use the standard Snapshot CSV format. Maximum file size: 10 MB.
Download illustrative templateYour browser processes the file. The site does not receive it.
Snapshot output
Measure the baseline and find missing fields.
The free analysis stays within the evidence in the export. It helps you identify where spend is concentrated and whether the data is ready for a workload-level decision.
Attribution
The share of spending connected to a named workload and the fields still needed to join cost to production behavior.
Field coverage
A transparent, unvalidated file-coverage heuristic and a short list of questions to resolve before changing a model or architecture.
Free baseline / Proprietary depth
Add traces and quality data for a production decision.
The public Snapshot tells you what the export supports. A private diagnostic joins spend to traces, quality, pricing, and business outcomes before it recommends a keep, optimize, route, or migrate decision.
A private first look
- Standard CSV import
- Spend, period totals, and concentration
- Workload-attribution coverage
- Transparent field-coverage score
- Downloadable aggregate report
Runs in the browser. No account, credentials, or file upload.
Workload analysis
- Multi-provider invoice and trace joins
- Retry, fan-out, and repeated-context analysis
- Contract and historical pricing
- Quality-adjusted cost per outcome
- Keep, optimize, route, or migrate decision
We use this edition during a private client diagnostic.
Use the export as a spend baseline.
Production traces explain fan-out and retries. Representative evaluations measure task quality, while contract pricing and business-outcome data complete the economic comparison.