Method
How we test
Every job page carries one of two badges, and we only change it when we have done the work.
The two badges
- Researched
- Built from published guidance and common practice. We have not run it ourselves. All ten pages are here today.
- Tested
- We ran the job on sample data, logged cost per run and recorded what failed. We publish those numbers on the page.
What a test records
- Number of runs and how many needed a human fix.
- Real token counts and the model price on the day.
- Every failure, in plain words, with what would have caught it.
Cost estimates
The estimators use our assumed token counts and example prices. They cover the AI model step only. Change the numbers to match your own volume and your provider's current rates.
Money and independence
There are no sponsors and no affiliate links on this site today. If that changes, links and sponsor notes will be labeled on the page where they appear, and recommendations will not depend on payment.