From token price to task cost

Estimate Coding-Agent Cost Before You Ship

Use source-backed model pricing where available, then adjust workflow assumptions: input tokens, output tokens, retry rate, cache hit rate, batch mode, and tasks per month.

Estimate, not billing quote · Assumptions visible · Unknown prices stay blank · Model rows can prefill inputs
short answer

Token price is not the same as coding-agent cost.

A real coding task can include long prompts, repository context, tool calls, generated diffs, retries, cache reads, batch or standard pricing, and failed attempts. This calculator turns visible assumptions into an estimated task cost and monthly spend.

calculator

Estimate coding-agent task cost

Start with a model from the leaderboard or choose one manually. If source-backed API prices exist, the calculator can prefill input, output, and cache prices. If exact pricing is not verified, price fields stay blank and show not disclosed instead of guessing.

estimate result

Claude Opus 4.5 · Coding agents

$1.1250 / task
$45.0000 / month

Input component: $0.6000 · Output component: $0.3000 · Cache read: $0.0000 · Retry multiplier: 1.25×

Pricing status: input available; output available; cache available.

Caveat: This is an estimate, not a billing quote. Unknown prices stay blank until source-backed. Strong SWE-bench evidence in captured source, but expensive output pricing; do not present as universal best model.

formula

Formula: token price is not task cost

Estimated task cost

input token cost + output token cost + cache read/write cost, adjusted by retry multiplier and pricing mode where applicable.

Monthly estimate

estimated task cost × tasks per month. Components stay separate so users can see whether cost is driven by input context, output length, retries, cache behavior, or volume.

Estimate caveat

This is an estimate, not a billing quote. Actual bills can change with model updates, prompt length, retries, regional availability, taxes, provider pricing changes, and failure cleanup time.

sample scenarios

Sample coding workflow scenarios

Coding agent loop

Use this when your workflow reads files, calls tools, edits code, runs tests, and retries after failures. Increase input tokens for larger repository context and increase retry rate if the agent often needs repair loops.

Repo-level refactor

Repo-level refactor usually has higher input context and output length. Check whether the selected model has source-backed context information and whether long-context reliability is only advertised.

Low-cost automation

Low-cost automation works when the task is repetitive, the model has enough coding evidence, and retries stay low. If evidence is missing, label the estimate as a cost experiment.

calculator bridge

Found a candidate model?

Open the calculator with this model prefilled and test your own workflow assumptions: input tokens, output tokens, retry rate, cache hit rate, and monthly task volume.

What is a coding agent cost calculator?

A coding agent cost calculator estimates task and monthly spend for AI coding workflows. It uses model pricing and assumptions such as input tokens, output tokens, retries, cache usage, pricing mode, and task volume. It is an estimate, not a billing quote.

Why is token price not enough?

Token price is only the unit cost. Coding-agent cost also depends on repository context, generated diffs, retries, tool calls, cache hit rate, failures, and how many tasks you run per month. A cheap token can still create an expensive workflow.

What inputs do I need for a useful estimate?

You need a selected model, workflow type, average input tokens, average output tokens, retry rate, tasks per month, and cache assumptions. If model pricing is not source-backed, leave those fields blank or mark them as not disclosed.

Can this predict my exact bill?

No. It estimates cost under visible assumptions. Real bills can change with provider pricing, model updates, regional availability, taxes, prompt length, output length, cache behavior, and production traffic.

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Compare pricing, limits, and workflow fit