LLM Fine-Tuning Cost Estimator

Plan one-off token-based training and monthly inference or hosting costs with editable rates. Keep training and serving budgets separate.

Training budget

Monthly serving budget

Your estimate

One-off training
$1.50
Monthly inference
$1.60
Monthly total with hosting
$1.60
Training + first month
$3.10

Illustrative custom rates, not a quote or a model availability claim. No model is selected. Replace each rate with your provider's current fine-tuned rates; base-model prices may differ.

How it works

Training cost = dataset tokens x epochs x training rate / 1 million. Monthly serving = input token cost + output token cost + your fixed hosting budget. The first-month estimate adds training once. Rates are illustrative custom inputs, not provider presets.

Know the limits

This is a token-priced scenario estimator, not a GPU-hour training model. It excludes evaluation, failed runs, data preparation, storage, tax and transfer. Provider eligibility matters: OpenAI documentation checked November 14, 2026 says fine-tuning is closed to new users and being wound down. Confirm availability and model shutdown dates before planning a job.

Reference sources

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