Insights
Insights
Free articles on AI strategy, governance, security, data and operations, organized by the same six areas as our Research library.
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Latest insights
Google Cloud Spend Caps Can Stop Your AI Service: Five Tests Before Enforcing Them
Google Cloud spend caps are generally available, but enforcement can pause AI workloads. Five tests for finance, FinOps and SRE teams before rollout.
Natural-Language UI Tests Need Evidence, Not Just Pass Rates
Epsilon's Nova Act case study points to faster UI test authoring. An enterprise QA framework for judging repeatability, false passes, tenant isolation, evidence quality, and total cost.
AWS Batch GPU Quota Shares: The Preemption Costs Training Teams Must Measure
AWS Batch now lets SageMaker training teams lend and borrow GPU capacity. A practical framework for measuring queue fairness, preemption waste, checkpoint costs, and usable utilization.
Copilot Fusion Model Routing: A Cost and Governance Checklist
GitHub Copilot Fusion routes coding tasks across models. A practical enterprise checklist for approved models, quality, credits and cost per accepted task.
GitHub Agentic Workflows: Seven Controls for Enterprise CI
GitHub Agentic Workflows is generally available. Seven practical tests for permissions, sandboxing, safe outputs, audit trails and workflow cost.
Your AI Evaluation May Favor the Incumbent: A Ground-Truth Audit for Model Buyers
A real-world model comparison found 96.8% inherited labels. Learn six practical tests for unbiased ground truth, fair model selection and defensible cost claims.
SageMaker SOCI Images: How to Measure the Real Cost of Slow AI Job Starts
AWS says SOCI-indexed SageMaker training images start faster. A practical five-test framework separates image-pull savings from real job costs and runtime risks.
Kubernetes Service Account Tokens for Private AI Inference: Five Security Tests
Microsoft Foundry Local adds audience-bound Kubernetes service account tokens for in-cluster inference. Five tests for identity, token rotation and least privilege.
External AI Guardrails Can Become an Outage Dependency: A Six-Test Procurement Framework
External AI guardrails can inspect sensitive model and tool traffic, but add data egress, latency and fail-closed dependencies. Six tests for enterprise buyers.