Do holders see the same questions when they recertify?

No. Every attempt serves a new variant, built from the same blueprint and checked before anyone sees it.

Four things get checked against the original: how hard it is, the skills it covers, the question types, and the length. Once it is live, we watch how people actually score on it and flag any variant that drifts.

For a high-stakes cycle, your own experts can review a variant before you administer it.