Research quality · 19 Oct 2026 · 7 min
What makes a credible sample of US IT decision makers?
Five checks we apply to every B2B study, and why the soft launch matters more than the panel name.
A credible B2B sample starts with the source: business recruited panels with validated profiles, not traffic routed from offer walls.
Next is screening that tests knowledge, not just titles, purchase role, technology ownership and a short open end question that a real practitioner answers easily.
Then entry controls, duplicate blocking across sources, in survey attention checks and a soft launch that confirms incidence and LOI before scaling.
Finally, transparency: a firmographic summary of who actually completed, by source, so buyers can stand behind the result.