AI observability stories
AI spending is eroding margins and boards lack the real-time visibility needed to weigh token costs against business value.
Rising AI deployments are helping drive broader platform use, with most customers now buying several Grafana products and costs falling.
Rising demand for validated AI infrastructure is driving Cisco and NVIDIA to add rack-scale support for larger enterprise deployments.
AI rollouts are pushing SRE and platform teams to monitor models, manage incidents and fill governance gaps in production.
It is aimed at firms that want AI agents to update records and trigger workflows without losing oversight or audit trails.
The deal extends Fortinet's reach into AI runtime protection as companies race to secure agents, models and tools across production systems.
Enterprises could trim AI inference bills as the updated gateway adds central controls for models, agents and data access across systems.
Enterprises could cut AI bills as Snowflake's gateway now routes requests to cheaper models when possible, while keeping data governed.
AI workloads are intensifying pressure on enterprise Java systems, making Azul's product hire central to its push on security, performance and cost control.
AI agents are driving a sharp rise in demand for the real-time data platform, which added 1000 customers early in 2026 to top 4000.
The tie-up could give enterprises a single way to track AI model quality and system performance as production deployments accelerate.
Enterprises can now monitor workspace telemetry and spin up secure cloud development environments without adding more infrastructure to run.
Businesses weighing AI spending may see Google's Forrester ranking as a boost, with Gemini Enterprise aimed at uniting users, developers and IT teams.
Enterprises running hybrid AI systems gain a single view of model behaviour and data health as traces link failures back to pipelines and sources.
Enterprises running Anthropic-based agents can now track and control their actions, as Drata opens limited access to a new governance tool.
Rising observability bills are prompting teams to trim data, as Grafana Cloud now varies profiling detail and frequency to cut costs.
Government and enterprise users will get guidance on recovering faster from AI failures as the Cloud Security Alliance builds a vendor-neutral resilience hub.
Security teams face a sharper risk from hidden AI agents as Cyera says non-human identities in Fortune 500 companies jumped 480% in six months.
Enterprise buyers are weighing governance and auditability more heavily as the AI vendor secures top marks across five analyst categories.
Rising token-based charges and compliance risks are forcing firms to monitor AI agents more closely, Fusion5's chief executive says.