Cost Saving & ROI Insights

The Cost Saving & ROI Insights sub-tab of Organization Summary surfaces software licensing spend across all connected tools, highlights unused/inactive seats as savings opportunities, and quantifies the return on investment (ROI) delivered by AI coding tools specifically.

Summary cards

Card	Description
Total Licensed Seats	Total number of paid seats across all connected tools
Total Cost (Monthly)	Combined monthly license cost across all tools
Total Cost (Annual)	Combined annualized license cost across all tools
Inactive Seats	Total seats identified as unused/inactive across all tools
Potential Savings (Monthly)	Total monthly savings possible if inactive seats were removed
Potential Savings (Annual)	Total annual savings possible if inactive seats were removed

Cost By Tool

A breakdown of licensing cost, grouped by tool category (e.g. Repository Tools, AI Coding Tools, Work Management Tools, Communication Tools), with a tool count shown per category (e.g. AI Coding Tools · 3 tools). Each tool within a category gets its own card, tagged with its category (e.g. GitHub – Repository, Claude Code – AI Coding), split into two parts: License Cost

Metric	Description
Total Seats	Number of licensed seats for that tool
Cost / Seat / Month	Per-seat monthly license price
Monthly Cost	Total monthly cost for that tool (Total Seats × Cost/Seat/Month)
Annual Cost	Total annualized cost for that tool

Savings Opportunity

Metric	Description
Inactive Seats	Number of seats for that tool identified as unused
Monthly Saving Potential	Monthly savings possible by reclaiming those inactive seats
Annual Saving Potential	Annual savings possible by reclaiming those inactive seats

Tools observed on this page include GitHub, Claude Code, GitHub Copilot, Jira, Slack, and Microsoft Teams — grouped under their respective categories as above.

AI Coding Tools ROI

Below the Cost By Tool breakdown, each AI coding tool gets a dedicated ROI card:

Metric	Description
Time Saved / mo	Estimated developer hours saved per month from using the tool
Value Created / mo	Dollar value assigned to that time saved
Tool Cost / mo	Monthly cost of the tool
Net Value / mo	Value Created minus Tool Cost
ROI	Return on investment multiple (Value Created ÷ Tool Cost)

Tools observed with ROI cards include Cursor AI and GitHub Copilot.

​Summary cards

​Cost By Tool

​AI Coding Tools ROI

Summary cards

Cost By Tool

AI Coding Tools ROI