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Bringing AI in at Cloudflare

Route MAC intake without letting incomplete changes disappear

You’re the operations / chief admin officer. Your team is in the room. Printed Oct 19, 2026.

The intake queue needs speed without turning incomplete change requests into unchecked MAC work.

Handlers need requests routed quickly, while the MAC process needs uncertain site, vendor, and change details held for review.

Who you’d be doing this for

“My leadership keeps asking when the new site is ready, and I’m still chasing a request that has no owner.”

Ezinne Adekunle · Network Security Administrator

Depends on capacity changes and physical network work landing predictably as their organization expands secure connectivity across locations.

What is at stake

Incomplete facilities and deployment requests sit unassigned while physical changes wait for context. You must weigh faster routing against the review needed to keep undocumented changes out of the MAC process.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • routing speed vs MAC validation
  • automation confidence vs handler judgment
  • requester burden vs operational context
  • capacity visibility vs data accuracy

Why Cloudflare

Nlyte work orders govern physical changes across the global network that carries secure application and network connectivity.

Written with these in mind

embedded AI systems builderoperations-minded solutions engineerhuman-in-the-loop workflow designer

Not your kind of problem? 90 more at Cloudflare, or browse every organization.

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.