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Pragmatic AI

AI Briefs

AI moves fast. Every week brings new models, new tools, new promises. What enterprises need isn’t more hype; it’s clarity.

This is where I consolidate my own thinking in the hope it helps others make sharper decisions in the complex, promising, and often confusing world of Enterprise AI.

I focus on the areas that decide whether AI actually works at scale:

  • Cost and ROI
  • Governance and risk
  • Observability and performance

Every post is written like an executive brief: no jargon for the sake of it, no vendor spin, just pragmatic insight you can take into your next conversation.

I work at the intersection of enterprise integration and AI strategy, helping large companies cut through complexity and make technology decisions that last. After nearly 20 years in enterprise software, I’ve learned that clarity is a competitive advantage.

If this resonates, connect with me on LinkedIn.

In the end, the real differentiator won’t be the tools themselves, but the discipline with which we apply them. These briefs are my way of exploring that discipline in public.

2025

When an LLM Isn’t the Right Tool
·3 mins
AI Strategy AI Governance LLM Governance AI Risk Management LLM Performance Model Selection Enterprise AI AI Architecture
When Unexpected Behavior Isn’t a Bug: Rethinking AI Performance
·5 mins
AI Strategy Performance Quality Latency Cost Evals Model Selection SLOs LLM Latency vs Quality AI Cost Optimisation AI SLOs Model Right-Sizing
Intelligence Is Abundant. The Bottleneck Is Us.
·4 mins
AI Reflections AI Knowledge Questions Enterprise Thinking Asking Better Questions to AI LLM Prompting Strategies AI Thinking Frameworks