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Tool · 01

Inference cost calculator

Estimate the monthly cost of an inference workload.

The workload

Override the rates

Using custom pricing? Enter your actual rates.

Self-host assumptions

Utilization is the number optimistic models fake. Measure it, or assume 30–50%.

Monthly

$5,000

output is 50% of it · $0.0200 per call

input  2,000 tokens = $2,500

output  400 tokens = $2,500

Cache break-even

2 requests

Reads cost 0.1×. The write costs 1.25×. You need this many uses of the same prefix before caching pays off.

Batch would save

$2,500 / mo

Flat 50% off input and output for work that tolerates a queue.

Same workload, other tiers

gpt-5.6-luna$220−96%
gpt-5.4-nano$225−96%
deepseek-v4-flash$352−93%
gemini-3.5-flash-lite$400−92%
mistral-large-3$400−92%
claude-opus-5 ·$5,000

Cost is only half the decision. Run an eval before moving traffic.

Self-host break-even

Self-hosting wins above 175M tokens/month. Capacity ceiling is 828M/month.

$1,460/mo fixed, $1.76/MTok against a blended API rate of $8.33/MTok. Based on the GPU cost, utilization, and throughput assumptions on the left.

Rates as of 2026-08-29 · published rates, sourced per modelprices wrong? open a PR ↗

Have a real workload?

Send me the workload and the bill. I’ll dig into the engineering.

Look at my bill