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
The Inference Routing Problem: Why GPU Utilization Depends on More Than Load Balancing
New inference-routing capabilities expose a hidden source of GPU inefficiency. A practical way to test cache-aware routing, queueing, latency and cost per successful response.
When Should an Enterprise Self-Host an AI Model? A Break-Even Framework
Compare managed inference, provisioned capacity, and self-hosted AI models using fully loaded cost, utilization, quality, latency, and security.
RAG or Long Context? A Decision Framework for Accuracy, Cost, and Latency
A practical enterprise decision framework for choosing RAG, long context, or a hybrid based on grounded accuracy, maintenance, and total cost.
The Real Cost of an AI Agent: Measure Dollars per Completed Task, Not per Token
A practical framework for measuring the true cost of AI agent work—across tokens, tools, retries, human review, and successful business outcomes.
How AI Is Changing Enterprise IT: The Technology, the Work, and the People
New AI tools can arrive as a subscription, but useful change in enterprise IT depends on decisions about delivery, operations, and accountability.
From Predictable Programs to Probabilistic Systems: What Changes When Software Uses AI?
When learned behavior enters the decision path, the basis for trusting an output changes. Here is how to design, test, and support it.
How AI Changes the Software Development Lifecycle: From Requirements to Production
A faster draft matters only in relation to the reviews, dependencies, and operational consequences around it. Follow AI through the full lifecycle.
Beyond the Model: What Enterprise AI Implementation Actually Requires
A model is one component. Six readiness questions turn a promising demo into a service that keeps working in production.
How AI Fits into the Enterprise Technology Stack
Separate the components of an enterprise AI application by responsibility to make architecture and buying decisions clearer.