FEATURES

Cost and quality for every AI coding tool you connect.

Backlight pulls seat and usage data from GitHub Copilot and Cursor several times a day, with Claude Code and OpenAI in beta, and puts it next to the commits, pull requests, and bugs in your repos.

Sample org · 50 engineers Sample data
AI vs human churn · 90d
Churn trend
+38%
churn, AI-attributed code
AI versus human code churn over the last 24 weeks 0 30 60 90 AI-attributed Human
License utilization · 7d
Idle seats flagged
12
$11,400/yr on idle seats
Vendor spend · current quarter
Spend by tool
Sample data
WEEKLY ACTIVE SEATS 38
IDLE LICENSE COST $11,400
AI CHURN RATE 38%
REGRESSIONS / KLOC 1.7
AI TOOLS CONNECTED 4

WHAT YOU MEASURE

Three views of the same data.

Spend

Sample data

See seat spend and available usage charges by AI tool, with estimates where needed.

VENDOR SPEND
Cost by AI tool
Copilot · Cursor · Claude Code · OpenAI

Quality

Sample data

Compare churn on AI-assisted code with the rest of your codebase.

CODE CHURN
AI vs human, % per week
Code churn per week, AI-attributed versus human 0 10 20 30 W1 W2 W3 W4 W5 W6 W7 W8

Utilization

Sample data

Surface idle seats before the next renewal cycle.

SEAT ACTIVITY
Per-seat utilization · 7 days
12 idle of 50 seats · $11,400/yr

GET STARTED

Connect your tools and see your own numbers.

Sign up, connect your source control and issue tracker, then give Backlight admin access to your AI tools. There is no data warehouse to set up and nothing to install on engineers’ machines.

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