THE WORKBENCH

Useful tools.
Visible assumptions.

Understand the calculation before trusting the answer.

AI / ECONOMICS

AI workflow cost calculator

Model token costs, retries, task success and overhead without treating a vendor price as the whole budget.

GROWTH / SEARCH

See how a different click-through rate changes clicks while impressions stay fixed.