70% of enterprises say training is customized by job role rather than standardized one‑size‑fits‑all programs.

AI coding assistants have 97% adoption among enterprise development teams.

48% of development teams experience bottlenecks in code rework related to AI-generated code.

97% of development teams have adopted AI coding assistants.

92% of development teams report improved productivity and release velocity when using AI coding assistants.

Developers will spend 29% more time reviewing and validating AI-generated code, 29% more time on complex architecture and system design, and 23% more time on security verification and risk management.

23% of organizations reported a near miss for AI identity-related security in the past 12 months.

12% of organizations emerged from the past year without an AI identity incident or close call.

84% of organizations that rate themselves "extremely confident" in their AI security posture have experienced a confirmed AI identity incident.

83% confirmed incident rate for organizations using multi-tenant SaaS identity platforms.

38% confirmed incident rate for organizations using self-hosted or on-premises identity platforms.

56% of organizations face customer, partner, or regulatory demands to demonstrate tenant isolation frequently.

91% of organizations expect identity investment to increase in the next 12–18 months.

90% of companies running AI in production, using AI broadly, and operating on multi-tenant SaaS identity infrastructure reported a confirmed incident.

99% of organizations where AI is the primary driver of identity reevaluation and customers frequently demand proof of isolation reported a confirmed incident.

40% of enterprises identify risk assessment and management as a top training priority.

30% of development teams have full governance in place for AI coding assistant adoption and oversight.

95% of organizations where AI is the primary driver of identity reevaluation and customers frequently demand proof of isolation are planning significant increases in investment.

66% of organizations are planning a significant increase in identity investment.

57% of organizations prioritize deployment flexibility when evaluating identity infrastructure.