Task-Boundary Mode How task-instance boundaries are drawn from the event stream. Applies to every Task SoP, Step SoP, and Variants view.
52.9%
adoption rate
Benchmark Measurement This finding is an observation that informs strategy — not a direct savings opportunity. It measures workforce behavior and AI readiness to guide where the savings-producing findings will have the greatest impact.

Description & Data Evidence

9 of 17 users adopted gpteal (52.9% adoption rate), generating 460 sessions across 90 cases during the 19-day pilot.

Self-Evaluation Scores

The platform grades each finding on four dimensions (1–5 scale). Low scores flag findings that need more data or clearer remediation before acceptance.

Overall 4/5
Actionability 3/5
Specificity 4/5
Remediation Alignment 3/5

Key Findings

  • Adoption rate: 9 of 17 users (52.9%)
  • Total gpteal events: 460
  • Cases touched by gpteal: 90
  • Total time in gpteal: 0.00 hrs
  • ~66% of gpteal events have Low confidence (justifying use of events_all view)

Remediation Ideas

  • Increase gpteal awareness through training and onboarding sessions
  • Integrate gpteal directly into Veeva Safety workflow (reduce context-switch)
  • Track adoption KPIs monthly to measure growth trajectory
  • Identify and address barriers for non-adopting users