Team Benchmarks
Rank your engineers across four dimensions of AI adoption, privately. Workspace member names stay inside your organization. The public leaderboard uses aliases only. It never uses real names, account names, or emails.
Current Private Leaderboard
Real member names stay inside the internal board
The private workspace view uses your team roster, local-tool activity, period filters, and member-level drilldowns. The public leaderboard still uses aliases only.
Private rankings
The internal leaderboard your team actually uses
Workspace members can filter by board, period, team, and project while keeping real names scoped to the organization. Names shown in this mock are sample data.
Member detail
Click a row to inspect the operator
The detail panel breaks down tracked sessions, tool mix, token types, trend, and active days for the selected member.
Activity heatmap
Daily patterns without leaving the board
The heatmap makes sustained usage visible, then expands the selected day into token and tool-level detail.
How It Works
Four Scoreboards. One Dashboard.
Each scoreboard uses percentile-based scoring across multiple metrics. Your team is ranked by normalized performance, not raw numbers — so small teams and large teams are measured fairly.
Activity
Raw MomentumWho is generating the most real AI usage right now. Tracks total tokens, session count, and active days to surface your most prolific AI users.
Consistency
Sustained UsageWho keeps usage steady instead of appearing for one spike and fading. Rewards engineers who build AI into their daily workflow, not just one-off experiments.
Cache Efficiency
Savings SignalWho is creating the strongest cache-reuse and savings signal. Identifies engineers whose usage patterns generate cost savings through efficient prompt and context caching.
Adoption
Tool BreadthWho is turning local AI tools into a repeat habit across tools and providers. Measures breadth of adoption, not just depth of any single tool.
This Is a Private Internal Leaderboard
Team Benchmarks are an internal tool for your organization. Workspace member names are visible only to authorized members. The public leaderboard uses aliases only. It never uses real names, account names, or emails.
Organization-scoped
Scoreboards are scoped to your organization. Each team only sees their own members. No cross-org data is ever exposed.
Role-based access control
Only owners, admins, and authorized members can view rankings. Permissions follow your existing org structure.
No external sharing
Scoreboard data never leaves your account. Workspace member names stay inside the private internal board. The public leaderboard uses aliases only. It never uses real names, account names, or emails.
Built For
The Questions Your Board Is Asking
“Is the team actually using AI?”
The Activity board shows exactly who is using AI tools and how much — by tokens, sessions, and active days.
“Is it sticking, or was it a one-week experiment?”
The Consistency board tracks streaks and sustained usage patterns, separating real adoption from novelty spikes.
“Are we getting value from the spend?”
The Cache Efficiency board identifies engineers whose usage patterns generate cost savings through intelligent caching.
“Who needs training and who is leading?”
The Adoption board measures breadth of tool usage, helping you identify champions and engineers who need support.
Get Started
See your team's AI adoption in under 5 minutes
Set up CostHawk, invite your team, and get your first scoreboard rankings. Individual is free; Team starts with a 30-day trial.