Community report

Reported savings.Visible assumptions.

One public contribution. Inspect the reported context reduction and the estimates derived from it.

The reported result

Read the numbers.
Keep their scope.

Self-reported usage is not an independent audit, an electricity measurement or proof of a smaller provider bill.

Contributor: Anonymous

Reporting period: All time

Reported tokens saved
824.3M
Estimated cost avoided
$2,061
Estimated energy saved
91.6 kWh
Compression
72.3%

Report loaded. Values are self-reported.

The calculation

Estimates.
Not invoices.

Cost estimates use the prices associated with the report. Energy uses a fixed token-to-energy assumption. Neither measures what a provider charged or how much electricity was consumed.

Token reduction
The contribution reports input removed from its tracked context. It does not establish task quality or cover every model request.
Energy estimate
Reported tokens saved × 0.4 joules ÷ 3,600 = watt-hours. Actual energy depends on the model, hardware and inference work.
Your own evaluation
Compare equivalent tasks. Include output, retries, recovery and acceptance checks when evaluating cost per useful outcome.

Public contribution

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Include the context.

Share the public report with its methodology. Contributor names are published as supplied and remain unchanged when you switch language.