Build Test Lab — measured AI builders

About this lab

AI builders are sold on demos. Demos are chosen by the vendor. We replace them with one fixed task, run the same way every time, and publish what comes out — including the failures.

Why this exists

Every "best AI website builder" article on the internet is written from the same three screenshots and the same affiliate dashboard. None of them tell you whether the thing actually holds a booking, survives a reload, or costs $40 in credits to finish. That is a measurable question. So we measure it.

How we work

Independence

The site is funded by affiliate commissions. That is disclosed on every page, and it is the reason the methodology is public: if a commission ever shaped a result, the artifacts would show it. Nobody can buy a ranking position here, and no builder has review approval.

What we are not

Not a news site, not a course, not a community. One job: build the same thing in every builder and write down what happened.

Corrections

If something here is wrong, we re-run the test and log the change in thechangelog. Tell us at contact.