Method
How I test creative workflows
01
Start with a real input
A product, reference image, brief, or measurable content problem comes before the tool.
02
Run a visible test
The workflow records the input, settings, output, failure points, and useful result.
03
Check product fidelity
A beautiful output still fails if it changes the product, hides a limit, or invents evidence.
04
Edit with a human judgment
AI accelerates production. The final claim, selection, and recommendation remain mine.
05
Measure without pretending
Search performance comes from GSC. Creative quality comes from explicit checks. I do not invent revenue or conversion results.
Sponsorship does not buy the verdict
Paid relationships are disclosed. Test criteria are defined before the result, and limitations stay visible.
Partnership principles