L5 Insights

Field notes on operating AI

Writing on AI operations and outcomes. Drawn from real deployments and business outcomes on Zendesk, ClickUp, and Workday.

AI-operated IT support is not a chatbot. It is AI agents that route, deflect, and remediate, governed by a human operato...

November 6, 2025 6 min read Read

AI agents drift. Knowledge gaps accumulate. Routing breaks on untested edge cases. Unoperated AI is slow, invisible deca...

September 19, 2025 6 min read Read

Most organizations have implemented AI. Fewer are operating it. The gap between deployed and operated is where outcomes ...

August 2, 2025 5 min read Read

Three states of enterprise AI. Most organizations know which one they are in. Very few know what it costs to stay there,...

June 15, 2025 6 min read Read

Set up 4 powerful ClickUp automations that route tasks, assign owners, and trigger updates automatically, so your team s...

April 3, 2025 2 min read Read

A practical guide to the best project management tools for teams, what each one does well, and how to match a tool to th...

April 3, 2025 3 min read Read

Connect ClickUp to Make.com step by step, learn the exact modules to use, and build 8 no-code automations. Make vs Zapie...

April 3, 2025 14 min read Read

The complete guide to ClickUp Brain, now Brain², covering what it does, current pricing, security, and how it compares t...

April 3, 2025 8 min read Read

ClickUp templates standardize repeatable work, so teams launch projects faster and keep deliverables consistent without ...

April 3, 2025 2 min read Read