Optimizing Software
Development & DevOps
with AI
A strategic intelligence briefing for senior technology and engineering leaders. Denmark • Nordic Region • Global Perspective.
Atlassian • GitHub • Azure • AWS
Download the special report below8 findings that will change how you think about AI in software delivery
More AI Often Means Slower Delivery — Initially
Teams that adopted AI coding tools without redesigning their pipeline saw deployment frequency drop and failure rates rise. Speed exposed the bottlenecks that were always there.
Developers Save 10+ Hours Per Week — Yet Friction Is Rising
AI frees up developer time, but 50% of teams report more workflow inefficiency than last year. The time saved is being absorbed by organisational drag.
Elite Teams Deploy 46× More Often Than Low Performers
DORA's data is stark. The gap between leaders and laggards has never been wider — and AI is accelerating the separation.
DevSecOps Teams Fix Vulnerabilities 11× Faster
Security embedded in the pipeline from the start isn't just safer — it's dramatically faster than bolt-on security at release. NIS2 and DORA make this mandatory.
Internal Developer Platforms Often Make Things Worse Before Better
DORA's research shows poorly implemented IDPs actively decrease change stability. The fix: start with constrained golden paths, not broad self-service menus.
Denmark Leads EU Cloud Adoption — and the Compliance Burden Is Real
Danish firms are ahead on cloud. But NIS2, DORA, and the incoming AI Act create a compliance layer most engineering organisations are not operationally ready to absorb.
AI Is Transforming QA and Documentation Faster Than Engineering Itself
Early adopters report 25–35% reductions in QA preparation time using AI. The biggest ROI isn't in code generation — it's in the functions that have always been underfunded.
Nine in Ten European Firms Now Report a Developer Shortage
IDC's forecast has materialised. The skills gap spans platform engineering, AI integration, and DevSecOps — and organisations investing in tooling without upskilling are seeing diminishing returns.