Concentration
Total spend, cost per request, provider and model mix, workload concentration, and period totals visible in the file.
Free local AI spend analysis
Find out what the AI bill can—and cannot—tell you.
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 file is processed locally and is not uploaded to this site.
What the snapshot produces
A spend baseline and better questions.
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
Useful on its own. More powerful with the workload.
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.
The decision engine
- 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
Used privately during a client diagnostic; not exposed as a public SaaS product.
A spend export is not a migration recommendation.
The Snapshot cannot measure task quality, explain trace-level fan-out, apply private contract pricing, or prove that another model will preserve outcomes. Those require production traces, representative evaluations, and business-outcome data.