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.

The five ITSM pain points IT teams raised most in our calls, what each costs the service desk, why AI does not fix them,...

October 12, 2026 9 min read Read

Acquisitions, audits and fixed go-live dates force ITSM migrations. Four client cases show how to redesign the service a...

October 12, 2026 11 min read Read

Endpoint management owns the device, the service desk owns the ticket. See how running them as one system gives AI the c...

October 8, 2026 9 min read Read

Legacy systems cap service desk AI at copilot. See the three foundations AI needs, where legacy weakens each one, and a ...

October 2, 2026 11 min read Read

The license is a fraction of ITSM total cost of ownership. See the 8 hidden costs, how to measure each one, and a formul...

September 30, 2026 13 min read Read

Copilot, automation, and autonomous AI get sold as one word. What separates them, and the four controls that keep a depl...

September 8, 2026 9 min read Read

Resolution Learning Loop is Zendesk's term for how its platform improves with every interaction. What Zendesk includes i...

August 24, 2026 13 min read Read

What a Zendesk implementation covers, what managed services add after go-live, and how to tell which one your team needs...

July 24, 2026 6 min read Read

Straight answers to the 30 questions buyers ask most about Zendesk: what it is, pricing, AI agents, how it compares to S...

July 22, 2026 7 min read Read