# 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..."

[Read case study →](/content/case-studies/top-media/index.html)

## 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,..."

[Read case study →](/content/case-studies/leading-aviation/index.html)

## 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..."

[Read case study →](/content/case-studies/global-banking/index.html)

## 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..."

[Read case study →](/content/case-studies/online-sports/index.html)

## See what your engineering org is missing.

30-minute walkthrough, tailored to your stack. No slides. Your team's data.

[Book your demo](/content/demo/index.html)  
[Talk to an engineer →](/content/product/index.html)