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Insights on team efficiency, management, and AI tools.
JCB Hit 83% Monthly Copilot Use — What They Did Differently
JCB reached 83% monthly active Copilot usage — far above industry-typical drop-off. The program design that produced this and what an SMB owner can copy.
Huber+Suhner Reached 99% AI Pilot Adoption — The Playbook
Huber+Suhner's AI pilot reportedly hit 99% adoption — an outlier figure. The program design behind it and what an SMB owner can realistically copy.
Your First AI Agent: Which Workflow to Start With
Most SMB founders pick the wrong first AI agent — and burn 3 months on a flashy use case that never reaches production. Here is the workflow you should actually start with, and why.
Build vs Buy Your AI Agent — The SMB Decision Tree
A founder-lens decision tree for whether to build an AI agent in-house or buy a vertical product. The Builder.ai cautionary tale, the four questions that decide it, and what the daily-management lens…
AI Training Week 6: Champions and Final Projects
Week 6 closes a 6-week corporate AI program with champion graduation and shipped final projects per role-track. The handover format that keeps adoption alive past the cohort.
AI Training Week 5: Risk and Responsible AI (Case-Based)
Week 5 of a 6-week corporate AI program turns to risk: a case-based session on Responsible AI using Klarna, Builder.ai, EU AI Act fines, and the shadow-AI problem.
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AI Training Week 4: Agents + Hackathon (Without Code)
Week 4 of a 6-week corporate AI program: a no-code agents hackathon where every team ships one multi-step automation by Friday — built on the use cases from week 2.
AI Training Week 3: Tool Deep-Dive (Copilot/ChatGPT/Claude Lab)
Week 3 of a 6-week corporate AI program: a hands-on lab comparing Copilot, ChatGPT, and Claude on the use cases your team committed to in week 2.
AI Training Week 2: Use Cases by Role (Workshop Format)
Week 2 of a 6-week corporate AI program splits the cohort by role. A workshop format that produces a per-role use-case backlog by Friday — without consultants.
AI Training Week 1: Foundations and Prompt Basics (Script)
A founder-tested script for week 1 of a 6-week corporate AI program: what to teach, what to skip, and how to get every employee to ship a prompt by Friday.
Coca-Cola Generated 120,000 Videos With AI — Training Pattern
Coca-Cola publicly produced 120,000 AI-generated marketing videos in a year. The training pattern behind it and what an SMB owner can take from it.
AI Agents: When NOT to Deploy One (5 Hard Cases)
Most AI-agent failures are not technical. They are cases where the workflow should never have been agent-fied in the first place. Here are five workflows to leave alone — for now.
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