Field notes.

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.

The gate belongs inside the tool: giving an AI agent write access to a production CRM

An AI agent will eventually try something dumb at scale. The gate design that lets me write to HubSpot anyway: previews, typed record counts, and undo.

It's not the tools. It's the shape

AI didn't just make our work faster. It changed what our work actually is, and what makes a business or a person valuable now.