Editorial
Writing
Research-backed stories and practical guidance on AI adoption, tools, costs, and the work of putting them into production.
The Seat-Cost Trap: Why Microsoft 365 Copilot Isn't Competing With ChatGPT Team
Three weeks ago, a director of operations bought Copilot licenses because finance said 'we already own Microsoft 365.' Two months later, her team was using ChatGPT on personal accounts anyway. Here's why that's not a product problem—it's a workflow problem.
Riley Morgan · September 15, 2026
The third time you rebuild the Zap, leave
Zapier is the right first automation seat. The third rebuild is the signal to move. Here is the job Zapier is for, the job Make is for, and the skip-if that keeps you from owning two graphs.
Gary Stanton · September 13, 2026
Notion AI vs Obsidian: Name Your Bottleneck, Then Pick Your Tool
Most teams agonize over Notion vs Obsidian as if it's a feature shootout. The real decision is simpler: figure out whether your bottleneck is organizational or cognitive, then commit for 90 days.
Pete Callahan · March 3, 2026
The CRM AI You're Paying For vs. the CRM AI Your Reps Actually Open
A 25-person sales team ditched Salesforce Einstein for HubSpot AI — not because the tech was worse, but because nobody had ever configured it. Here's the framework that would have saved them six months.
Pete Callahan · March 3, 2026
The AI Assistant You're Paying For Is Probably the Wrong One
A five-task stress test reveals which model earns a paid seat for your work
Pete Callahan · March 3, 2026
Copilot Handles the Boilerplate. Cursor Handles the Architecture. Here's the Decision Matrix.
After running both AI coding assistants on production work for six months, our team landed on a two-tool workflow nobody planned for — and a decision framework that maps to exactly three variables.
Pete Callahan · March 3, 2026
Zapier vs Make: The Decision Your Ops Team Will Make Three Times
Feature checklists are identical. Mental models aren't. Here's why picking the wrong platform costs you more in iteration friction than it saves in setup time.
Jules Marchetti · November 8, 2025
ChatGPT vs Claude: The Decision Nobody Gets Right
Most teams benchmark model capability and pick wrong. The real decision isn't which model is smarter—it's which one your team will actually use without friction.
Dara Keating · October 8, 2025