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A new dataset of spontaneous B2B buyer questions offers a useful view of live uncertainty. Its real value lies in improving research briefs, not replacing research design.

Synthetic research deserves a careful hearing. Buyers also deserve a clear account of what has been tested, where it fails and how those failures might affect their decisions.

A new nationally representative B2B model is a useful advance. Its greater contribution may be to force sharper choices about whether research represents firms, roles or buying groups.

Newsworks’ new sales modelling gives cultural relevance welcome commercial weight. But brands will get more from treating it as a diagnostic than another headline KPI.