Case Studies

Engineering orgs measuring real AI impact

See how teams use iftrue to attribute code to AI, track delivery, and act on developer sentiment.

Digital Media
Results with iftrue
Q1 2026
Cycle time -61%
before 4.1d
after 1.6d
AI code ratio +100%
before 0%
after 38%
Rework rate -50%
before 18%
after 9%
50+ engineers

#1 Online Media Company in Turkey

How a leading media company measured the real impact of AI coding assistants on their engineering output.

"iftrue gave us the AI adoption metrics we were missing. We can finally tell which teams are getting real lift from Copil..."

Engineering Director, #1 Online Media Company in Turkey
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Aviation
Results with iftrue
Q1 2026
Prompt to merge -39%
before 6.2h
after 3.8h
Rework rate -50%
before 22%
after 11%
AI lift +100%
before 0%
after 28%
200+ engineers

Leading Aviation Company

A flag-carrier airline transformed engineering decisions with AI attribution and delivery metrics.

"AI code attribution changed the conversation with leadership. We now defend our roadmap with actual numbers on AI lift, ..."

VP of Engineering, Leading Aviation Company
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Financial Services
Results with iftrue
Q1 2026
AI code ratio +183%
before 12%
after 34%
Code churn -50%
before 14%
after 7%
Prompt to merge -41%
before 5.4h
after 3.2h
100+ engineers

Global Private Banking

How a global private bank calibrated AI tool investment with per-team impact metrics.

"Before iftrue we had no way to tell if AI tools were actually making us faster. Now we see AI code ratio, churn, and pro..."

CTO, Global Private Banking
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Sports Betting
Results with iftrue
Q1 2026
AI adoption +86%
before 42%
after 78%
DevEx score +31%
before 6.2/10
after 8.1/10
Cycle time -35%
before 3.4d
after 2.2d
80+ engineers

Online Sports Betting Company

Pairing AI usage metrics with developer sentiment at a leading sports betting company.

"The AI Adoption category in our DevEx surveys paired with AI usage metrics told us what our engineers actually think abo..."

Engineering Manager, Online Sports Betting Company
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