Task-Boundary Mode
How task-instance boundaries are drawn from the event stream. Applies to every Task SoP, Step SoP, and Variants view.
AI Effectiveness
Measures adoption, speed impact, and task context for Merck's existing GenAI tool (gpteal) — an early signal of AI readiness.
4,376
Annual Savings (17 users)
312,473
Projected at 1,000 Users (hrs/yr)
5
Findings Surfaced
9
gpteal Adopters
1
Surfaced
0
Accepted
0
Remediating
0
Remediated
Findings
Opportunity
Surfaced
gpteal Productivity Uplift — Adopter vs Non-Adopter Throughput
Analysts who have adopted gpteal process 9.1 cases per day on average, compared to 5.1 cases per day for the 5 non-adopters — a 78% throughput advantage. Handling time per case is similar across cohorts, suggesting the gain comes from reduced between...
Benchmark
gpteal Adoption Dashboard
9 of 17 users adopted gpteal (52.9% adoption rate), generating 460 sessions across 90 cases during the 19-day pilot.
Benchmark
Task Context Around gpteal Usage
gpteal sessions are most commonly preceded by 'Acrobat' and followed by 'Microsoft Word', suggesting users invoke gpteal during specific workflow phases. This context helps identify where embedded AI assistance would have the highest impact.
Benchmark
User Adoption Spectrum
9 users adopted gpteal, 8 did not. Power users (3): Analyst 09, Analyst 01, Analyst 10. Adoption is concentrated — a small group drives most gpteal usage, indicating both strong value perception among adopters and opportunity to expand through traini...
Benchmark
gpteal Adoption Cohort Analysis
Detailed cohort analysis of gpteal adoption across the 19-day pilot. 9 of 17 analysts (53%) engaged with gpteal, generating 460 interactions across 91 cases. Adoption is highly concentrated: 2 power users account for 257/460 events (56%). Week-over-w...