2026 State of Modern Application & AI Security
Released: 06/01/2026
Production environments remain the decisive layer where exposure turns into operational risk. Built on survey data from more than 900 cybersecurity leaders and practitioners, this report from CSA and Miggo Security examines:
- Where application security programs are breaking down in practice
- Why production environments continue to absorb incidents despite mature pre-production controls
- How organizations are adapting as runtime risk becomes harder to interpret, prioritize, and contain
The report explores how the “patch gap” leaves organizations exposed as exploitation timelines compress and AI accelerates both vulnerability discovery and exploit generation. It also examines why organizations increasingly need runtime visibility, exploitability validation, and mitigation capabilities.
The findings reveal that most organizations struggle to distinguish exploitable vulnerabilities from theoretical findings, limiting confidence in prioritization and enforcement decisions. At the same time, investment priorities are beginning to shift toward runtime security, continuous monitoring, and production defense. Organizations are adapting to faster-moving threats and AI-driven application behavior.
Key Findings:
- Vulnerability Management: Known vulnerabilities and delayed remediation remain major drivers of application security incidents
- Production Environment Controls: Runtime environments are where production risk materializes despite mature shift-left practices
- Runtime Application Security: AI-powered applications are increasing the need for real-time visibility and runtime oversight
- Enforcement Intent vs. Confidence: Organizations want stronger virtual patching and mitigation capabilities but lack confidence in current enforcement tools
- Security Investment: Security investment priorities are showing early signs of movement toward runtime security and production defense
Download this Resource
Best For:
- Application Security Leaders
- Security Architects
- DevSecOps Engineers
- SOC and Incident Response Teams
- Vulnerability Management Teams
About the Sponsor
.png){kind=logo}
Miggo Security, leader in AI Runtime Security and ADR, delivers exploit mitigation for AI and modern applications. While attackers weaponize vulnerabilities at machine speed and patching takes weeks, Miggo closes this Patch Gap in minutes with precision mitigation engineered for the exact exploit path. Powered by patented DeepTracing™, Miggo reverse-engineers each exploit primitive and maps it to live runtime and then generates, validates, and deploys a targeted mitigation on the vulnerable path without interrupting a single engineering sprint. Security teams cut vulnerability backlog by over 95% and mitigate over 90% of exploitable risk in under an hour. Miggo has also been awarded among others, the Frost & Sullivan Product Innovation Award 2025 and Gartner Cool Vendor 2025.
