AIOps is blind.
Not because the technology is bad. Because nobody told it what service it’s looking at.
Here’s what happens in most organizations today:
An alert fires. AIOps processes it. Correlates it with 47 other events. Generates a priority incident. Routes it to a team.
Fast. Automated. Impressive.
And the team opens the ticket and asks:
„What service is actually affected here?”
Nobody knows.
Not the tool. Not the alert. Not the incident.
Because the CMDB has the server. But it doesn’t have the service. It doesn’t have the business owner. It doesn’t have the priority. It doesn’t have the customer impact.
So your AIOps engine — which cost a fortune and promised autonomous operations — is making decisions in a vacuum.
Here’s what changes with a solid service model.
The same alert fires. But now AIOps knows:
→ This CI is part of the Payment Processing service
→ Owned by the Head of Finance Operations
→ P1 business priority — affects 12,000 transactions per hour
→ Last similar incident resolved by restarting the middleware — NOT the server
One alert. Completely different response.
Not because the AI got smarter. Because the context got richer.
This is why I say: CMDB is not the destination. It’s the prerequisite.
AIOps without a service model is pattern matching on noise.
AIOps with a service model is genuine operational intelligence.
The difference isn’t the AI.
It’s what you built underneath it.
Part of the series: „CMDB is not the destination” Next: Strategic Portfolio Management — managing investments without seeing the services they fund.