AI Transformation Articles
Long-form thinking on AI transformation — frameworks, strategies, and lessons from the field.
There's No Such Thing As AI. There Are Seven Capabilities.
AI isn't one technology. It's seven distinct capabilities, from automation to computer vision. Here's what each one does, in plain English, and how to choose the right one.
Stop Sprinkling AI: Why the Winners Rebuild the Work, Not the Tools
97% of executives say AI works for them personally, but only 29% see real enterprise ROI. The gap isn't the model. It's the workflow nobody rebuilt.
Which AI Model Should You Actually Be Using?
A practical guide for knowledge workers: how to match the right AI model to the task, control your subscription allowance, and avoid the most common mistakes.
The Pipeline Is Thinning. Most Leaders Haven’t Noticed Yet.
New hires into AI-exposed roles are down 14% since late 2022. Nobody is being laid off. The bottom of the pipeline is just quietly stopping refilling. Most leadership teams are missing it.
Shadow AI in the Workplace: The Governance Gap Most Organisations Are Ignoring
Shadow AI is already inside your organisation. The question isn’t whether employees are using unsanctioned AI tools; it’s whether anyone is governing how they do it. Here’s why prohibition fails and what intelligent governance looks like.
The Whirlpool SDLC: How Software Teams Plan in the Agentic Era
Why going back to waterfall is the wrong frame — and what the right one looks like. The teams seeing the biggest gains from agentic development aren't the ones with the best AI tools. They're the ones with the best specifications.
When AI Writes the Code, Everything Else Changes
A new operating model for the agentic SDLC — from team structure to metrics to delivery rhythm. When AI writes the code, the bottleneck moves from creation to judgment. Everything that follows is a consequence of that single shift.
How We Built a Way to Measure AI's Impact on Engineering — Without Fooling Ourselves
The story of creating TDPI (ThoughtFox Development Performance Index) with a client who refused to guess. Learn how to measure AI's true ROI through Speed, Value, Quality, and Predictability metrics.