Field notes · 2025-11-12
Reading seat utilisation without noise
How to decide which login counts as real application use when preparing B2B account usage reports for commercial teams.
Seat utilisation is only useful when everyone agrees what ‘used’ means. For B2B account usage reporting, a login from an automated integrator or a single password reset should not sit beside a week of genuine feature work.
Start with a working definition tied to your commercial conversation. Renewal talks often need ‘active seats in the last 30 days,’ while expansion talks may need ‘accounts that opened the reporting module at least twice.’ Write the definition at the top of every report so account managers are not arguing about the chart mid-meeting.
Exclude service accounts and shared credentials where you can identify them. If your export cannot separate them cleanly, note the limitation in the methodology section rather than burying it in a footnote.
When two exports disagree—for example CRM seat counts versus product logs—reconcile on a named account list first, then attach a short variance note. Commercial teams trust a report that admits imperfect data more than one that pretends the numbers are absolute.