Private browser-based models

Two tools.
Clearer operating decisions.

Expose the assumptions, calculate with consistent definitions, and keep inputs in your browser.

Enter the evidenceSee the baselineChoose the next move

Choose the decision

Start with the smallest useful model.

AI Economics Decision Framework cover

01 · AI unit economics

AI Cost Reality Calculator

Compare current and AI-assisted work against the same accepted-business-outcome definition. See cost per accepted outcome and the success rate required to break even.

Inputs
Five quick estimates
Returns
Equivalent unit economics
Small Team, Bigger Output cover

02 · Content operations

Content Workflow Snapshot

Enter four workflow estimates to see approved output, review and correction work, and one deterministic operating recommendation on the same page.

Inputs
Four required estimates
Returns
One baseline + next move

Both tools run locally in the browser. Their calculation pages add no analytics, storage, AI service, form submission, or personalized result URL.