Field notes.

AI Fluency Isn't a Skill, It's Judgment

AI fluency isn't prompting, it's judgment, and it starts with leadership, not tools. 88% of companies use AI, only 28% use it well (DataCamp, 2026)

Human-in-the-Loop Without a Compliance Department

Only 23% of firms have scaled an AI agent into a single business function, McKinsey finds. Add human approval checkpoints without hiring a compliance team.

How to Prove AI ROI in 6 Weeks (No Data Team Required)

Developers who were measurably 19% slower still believed AI sped them up 20% (METR). Here's a 6-week plan to prove AI ROI with a spreadsheet, not a data team.

The AI Mandate Paradox: Why Measuring Usage Kills the Rollout You're Trying to Save

One AI mandate cut ticket resolution from 4.2 to 2.8 days. Another spiked cloud costs 22% in a month. The difference wasn't the tool, it was what got measured.

Why AI Rollouts Stall by Month Three (And the Playbook Nobody Handed You)

Nearly half of AI licenses sit unused, costing enterprises $80.6M annually. Why AI rollouts stall by month three, and the 90-day fix that actually works.

From Generalist to AI Orchestrator.

AI gave jack of all trades a job title, AI Orchestrator. PwC calls it the rise of the generalist

The Robots Took the Easy Part. Now We're Stuck Doing the Hard Part: Being Human

AI can't do curiosity, courage, creativity, compassion, or communication.

Are you building your relationship with AI from a place of clarity, or panic?

AI Implementation Agencies in the EU: How to Evaluate Them (2026)

A buyer's framework to choose an EU AI agency: explore 5 service models, 10 evaluation criteria, actual costs, and the EU AI Act governance to demand.