What 50,000 sandbox sessions taught us about buyer intent

We analyzed 50,000 anonymized sandbox sessions across our customer base to understand what separates a buyer who converts from one who quietly disappears. A few patterns held up consistently.

First, time-to-first-interaction matters more than total session length. Buyers who click something meaningful within the first 30 seconds are dramatically more likely to book a follow-up call than buyers who passively scroll for minutes before engaging.

Second, the specific feature a buyer tests first is a strong signal of what they'll ask about in the sales call. Security and SSO configuration testers ask compliance questions; automation testers ask about API limits and integration depth.

Third — and this one surprised us — buyers who trigger an error state or an edge case convert at a higher rate than buyers who never leave the happy path. Curiosity about how the product fails is, apparently, a sign of serious evaluation.