Product
Four surfaces that turn a bill into an explanation.
ACLP is not a replacement for your provider dashboard. It answers the question the dashboard leaves open: which part of the application produced this spend, and is that the cost of growth or the cost of waste.
- 01
Cost & attribution
Where did the money go?
Spend attributed by feature, user, model, provider, environment, and session, with each dimension reconciling to the same total. Rows open a filtered view of the requests behind them.
- 02
Trends
What changed, and when?
Spend, request volume, token composition, average cost per request, and model mix over a selected period, compared with the equivalent period before it.
- 03
Usage explorer
Which request exactly?
A searchable request ledger with token counts, cost, latency, status, and retry relationships. Prompt and completion text is not part of the record.
- 04
Leak detection
What should we fix?
Findings for duplicate prompts, retry loops, context growth, oversized prompts, spend spikes, and unexpected model usage, each with evidence and a next step.
Reading a finding
Every number says what kind of number it is.
- Observed
- Measured directly from the telemetry in the selected period: token counts, request counts, latency, spend.
- Estimated
- A modelled figure with its method and assumptions shown next to it. Labelled as an estimate wherever it appears.
- Suggested
- A recommended next step. Suggestions are never applied automatically and never presented as a completed saving.