Signal

Seat Utilization

Activity Distribution

Commit timeframe:

📊 Developer Productivity

How are commits counted?

Rank	Developer	Team	Commits	Top Repos

📦 Most Active Repositories

Repository	Total Merges	Merges / Developer	Active Developers

Monthly Copilot Adoption Growth

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Daily Requests Trend (Last 3 Months)

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Code Completions Acceptance Rate (28d)

Active Users by Mode (28d)

Total Copilot Cost Trend

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AI Usage vs Developer Output (28d)

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Cost per AI Interaction (12 months)

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AI Usage Mix Trend (12 months)

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📊 AI Adoption & Effectiveness

Ranked by total requests (last 28 days)

☑	Rank	Developer	Team	Total Requests	Dev Prompts	AI Credits	Commits 4wk	Credits / Commit	Credit Overage	$/Commit	Top Model	Days Active	Top Repos

Cost by Developer

💰 Per-Developer Cost Analysis · this month

Identifies underutilized seats

Developer	Team	Status	Total Cost	Seat Cost	Credit Cost	Requests	Recommendation

Code Generation

Lines of Code Changed with AI (28d)

User-Initiated Code Changes (28d)

Agent-Initiated Code Changes (28d)

Code Changes per Model (28d)

Code Changes per Language (28d)

Model & Cost Breakdown

Copilot Cost Breakdown · last full month

AI Credit Cost by Model · this month

AI Credit Volume by Model · this month

🤖 AI Credit Usage by Model · this month

Model	Credits Used	Included	Billable	Net Cost

Extended Usage Trends

Avg Requests per Active User (Last 3 Months)

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Avg Copilot Requests per Developer (Monthly)

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Avg Chat Requests per Active User (28d)

Model Usage per Day (28d)

Top Languages by Suggestions (28d)

Editor Breakdown (28d)

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Assumptions

Usage growth 25%

Credit → Claude $

Pro anchor

Seat billing

GitHub Copilot TODAY

Baseline invoice —

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Claude PROPOSED — SAME USAGE

Estimated monthly —

Projected monthly cost

Copilot · next 12 mo

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Claude Team · next 12 mo

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Difference

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🪑 Claude Team seat mapping

#	Developer	Team	Credits	Gross value	Billed	Top model	Claude seat	Est. Claude $/mo

Estimates for decision support — seat capacities are anchored assumptions (Anthropic publishes usage multiples, not dollar capacity), Claude enforces weekly per-member limits that monthly math can't capture, and both vendors negotiate at this spend level. Copilot tab-completion and PR review are not replaced by Claude seats — that's what the Hybrid scenario prices.

Commit timeframe:

Copilot Adoption Rate by Team

Avg Commits / Developer

Avg Copilot Requests / Developer

Avg Active Days by Team

Feature Adoption by Team

Seat Utilization by Team

Avg Credit Cost / Developer

📊 Team Comparison

Team	Members	Avg Requests	Avg Commits	Adoption %	Chat %	Agent %	CLI %	Avg Active Days	Credit Cost	$ / Commit