Your Team Is Shipping Faster.
Your Risk Surface Is Growing Faster.
AI coding tools have 2–4x'd your output velocity. But security review, compliance enforcement, and architectural governance haven't kept pace. This report shows you exactly where the gap is — and what the fastest-moving engineering orgs are doing about it.
The Dirty Secret of AI-Assisted Development
4x faster code output
AI tools have multiplied your team's output. But every line of AI-generated code carries hidden security debt your pipeline wasn't built to catch.
Security review: still manual
Your AppSec team reviews the same way they did in 2019. The backlog is growing. Vulnerabilities are slipping through.
Compliance is a quarterly fire drill
SOC 2, FedRAMP, ISO 27001 audits still mean pulling developers off sprint work to gather evidence manually.
What You'll Learn in 12 Minutes
The AI Code Velocity Trap
Why Shipping Faster Is Making Your Codebase Less Secure
Opsera Research
2024 Edition
- The 3 pipeline gaps that appear in every AI-accelerated engineering org
- How leading CTOs are enforcing security gates without slowing AI builder teams
- The DORA metrics benchmark for orgs using agentic DevOps vs. those still patching manually
- A 5-step framework to close the velocity-security gap in 30 days
Trusted by Engineering Leaders at:
Analyst Recognition
Named a Leader in Gartner® Magic Quadrant™ for Developer Productivity Insights Platforms

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