Task-Boundary Mode How task-instance boundaries are drawn from the event stream. Applies to every Task SoP, Step SoP, and Variants view.
Dashboard / Handling Time / Handling Time by Source — Veeva vs Swivel-Chair
Benchmark
Medium Impact

Handling Time by Source — Veeva vs Swivel-Chair

58% outside Veeva
handling time by source app
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

Swivel-chair work (task mining + browser activity outside Veeva) accounts for 3.04 hours (37.0% of total handling time) during the pilot. This represents context-switching overhead that integration and RPA can reduce.

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

  • Veeva Safety: 5.18 hrs (63.0%), 23723 events, avg dwell 0.79s
  • Swivel-Chair (Task Mining + Browser): 3.04 hrs (37.0%), 11811 events, avg dwell 0.93s
  • Top swivel-chair apps: Phobos (2.71 hrs), Quality Vault (0.32 hrs), RIM Vault (0.01 hrs)

Remediation Ideas

  • Build direct Veeva-Phobos API integration to eliminate manual handshake steps
  • Embed SharePoint document access within Veeva Safety UI
  • Consolidate tracking spreadsheets into Veeva workflow metadata
  • RPA bots for repetitive cross-application data transfers