Measure AI cost per usable output, not per click.
A cheap generation that fails five times is not cheap. Cost per usable output connects model pricing to the work that creates value.
Divide all model spend for a task by the number of outputs that pass your acceptance criteria. Add material editing cost when it changes the model decision.
Use a simple production formula
Add the cost of successful and failed attempts. Divide by the number of accepted outputs. For team decisions, add editing time valued at an agreed internal rate.
Build the numerator in the unit the provider actually bills in. Image and video models on this gateway are charged per generation rather than per second of output, and language models are charged per token, so a media budget is the listed rate multiplied by attempts and not by the length of the finished clip.
Define usable before the test
Write the acceptance criteria before comparing models. Include factual accuracy, brand adherence, visual consistency, duration and export requirements as relevant.
Keep a lightweight test record
Record model version, prompt, settings, attempts and accepted outputs. This creates evidence that can survive a new model release.
- Fix the acceptance criteria
- Count every retry
- Retest after catalog changes
See what your crypto can build.
Choose a currency, enter an amount and turn it into a live model capacity estimate.
AI cost per usable output FAQ
What is cost per usable output?
It is total attempt cost divided by outputs that meet the production standard.
Should editing time be included?
Include it when manual repair materially changes the comparison.
Why not compare list price only?
List price does not capture retries or failure rate, and it only means something once the billing unit is clear. Media models here are priced per generation, so the comparison is cost per accepted generation rather than cost per click.
Related learn ai models and crypto funding
The cheapest AI video generator is the one that gets the shot.
Compare low-cost AI video generators by indicative cost per generation, retry cost and usable output across Runway, Kling, Seedance, Veo and Hailuo.
Read the analysisHow to pay for AI with crypto without losing the workflow.
Learn how crypto can fund AI model usage, what a universal credit balance means, and what to verify before sending a transaction.
Read the analysisAI subscription vs pay as you go: price the pattern.
Compare AI subscriptions with pay-as-you-go model access using real usage frequency, provider overlap and unused plan value.
Read the analysis