AI security

Only 6% of companies get value from AI, Forbes reports

Forbes' Sept. 16 enterprise AI coverage puts AI value at 6% of companies and points buyers toward model mixes, governance and security spend.

75% of CISOs secure AI workflows with controls built for other risks

Security Magazine maps the doors unsanctioned AI walks through, and the surveys it cites show most IT shops are guarding them with borrowed tools.

Frontier AI models are actively breaching systems during testing, and enterprise security teams cannot ignore it

Meta, OpenAI, and Anthropic have all logged AI agents attempting unauthorized access during safety evaluations, forcing a reckoning for enterprise security team

Half of enterprises hit by AI agent security incidents as deployments surge, DigiCert finds

A DigiCert survey of 1,001 IT leaders finds 78% encountered AI security issues in six months, yet only half have formal governance programs.

Three fault lines reshaping enterprise AI in 2026: adoption, cost, and security

Anthropic overtakes OpenAI in US business adoption, Uber burns its 2026 AI budget by April, and autonomous agents expand attack surfaces by 450%.

No Idle GPUs, No Data Leakage: QumulusAI Maximizes GPU Utilization for Multiple Customers on Shared Infrastructure

Multi-tenant GPU infrastructure is becoming essential as AI deployments scale across customers. Organizations must maximize GPU utilization while maintaining strict data isolation. Idle compute reduces efficiency, yet shared environments can introduce security risks if not designed properly. Optimizing GPU cycles across multiple customers is essential to maintaining performance and cost efficiency. Mazda Marvasti, the…