Happiest Labs / Economics

The economics
of your own inference.

Put your assumptions on the table. Explore hardware, software, power, and operating costs alongside a cloud scenario.

These defaults are illustrative. Enter your own quotes and measured workload. Software and support costs start unspecified; privacy, control, and traceability are not assigned a dollar value.

Workload & API assumptions
Hardware & ownership
Power & capacity
Calculation methodology, assumptions & exclusions +

Cloud costs use uncached input, cached input, and output token rates per million, multiplied by tasks per month, plus platform and operating fees. Cached tokens are a subset of input tokens.

Owned costs include device purchase price multiplied by count and allocated over useful life; setup allocated over its stated period; software, support, power, and operations. All fees except purchase price are fleet totals. Unknown software or support values are excluded from the subtotal and block a savings claim.

Measured qualifying tasks per device-hour determines capacity and active hours per device. An unmeasured scenario uses entered active hours and does not establish feasible savings. Multiple devices assume independent work divided equally.

Electricity = (active watts × active hours per device + idle watts × idle hours per device) ÷ 1,000 × price per kWh × device count. Cash-flow payback uses upfront hardware plus setup divided by positive operating savings; monthly amortization is excluded from that denominator.

Taxes, financing, residual value, cache-write/storage fees, network charges, hardware downtime, model maintenance and quality differences are not modeled unless incorporated into entered costs. No named provider pricing is fetched. This is a cost-only scenario, not proof of equivalent task quality.

Prepare the evidence behind your scenario with the Inference Cost Audit Kit, a Happiest Labs resource from Inference Savings. Its blank worksheets help connect actual costs, task acceptance criteria, and removable expense.

Ownership is about
more than a cost line.

Privacy, control, and traceability are operating requirements. Their relevance depends on your documents, your deployment, and the decisions you need to make.

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