Enterprise AI Measurement Guide
Weekly Pulse
Individual Drill-Down
What nine fields does the Individual drill-down show for each engineer, and what does the weekly trend cover?
What it shows
The Individual drill-down is the most comprehensive per-engineer view in the dashboard, showing nine metrics for a single engineer alongside a four-week trend on the most important dimensions: Output, PRs Merged, AI-Assisted PRs %, and Cost. The nine metrics span adoption (AI Coding Adoption %, AI Usage level), delivery (PR Cycle Time, PRs Merged, Output), quality (Innovation Rate, 30D Code Turnover), and cost (AI Cost). Together they constitute a complete AI coding profile for any individual contributor.
Why it matters
The individual drill-down is the tool for two high-value leadership conversations: identifying power users whose behavioral patterns should be replicated across the team, and identifying engineers where AI investment is not producing proportionate output and where targeted support is needed. Without a single-screen view of all nine dimensions for one engineer, those conversations rely on manager judgment rather than evidence. With it, both conversations are grounded in data and can be held with specificity.
The Larridin angle
The four-week trend on Output, PRs, AI-Assisted PRs %, and Cost in the same drill-down view makes it possible to see whether an engineer's cost spike corresponds to an output improvement or represents cost without gain. That correlation, visible in the trend lines for a single engineer, is the per-person version of the ROI calculation that the team-level cost metrics only approximate.
Related Weekly Pulse Metrics
Common questions
What metrics are included in the Individual drill-down for an engineer?
The Individual drill-down includes nine metrics: AI Coding Adoption %, AI Usage level, PR Cycle Time, PRs Merged, Output, Innovation Rate, 30D Code Turnover, and AI Cost.
How does the Individual drill-down benefit C-suite executives?
It provides data-driven insights for identifying power users and engineers needing support, enabling leadership to make informed decisions about AI investments and team productivity.
What is the significance of the four-week trend in the Individual drill-down?
The four-week trend helps correlate changes in Output, PRs Merged, AI-Assisted PRs %, and Cost, allowing leaders to assess whether cost changes lead to output improvements.
Why is the Individual drill-down considered comprehensive?
It offers a complete view of an engineer's AI coding profile by covering adoption, delivery, quality, and cost, supporting detailed and evidence-based development conversations.