The AI is ready. Your data isn’t.
Your CMDB health dashboard says 87%. When we measured that same instance properly, the real score was 34 out of 100. Nobody lied — the staleness threshold had been relaxed to 360 days and no compliance rules existed. The dashboard was grading its own homework.
Evan Solomon, CEO of Datum AI, explains why licensed Now Assist, AI Agents and ITOM stall in non-production — and what it takes to get the data underneath them right.
Datum CMDB · ServiceNow Store · Read-only · Zero CMDB writes
Most ServiceNow customers have bought AI. Many of them can’t switch it on.
The model isn’t the problem. Every AI agent, change approval, incident route and license count reasons over the CMDB. When that data is wrong, everything built on it is wrong too.
Your real number, not the dashboard’s
How health thresholds get tuned to look good instead of to be true — and how to measure the instance against real standards across six dimensions.
The root causes behind it
Corrupted CMDB data rarely comes from careless people. It comes from structure: integrations that skip the reconciliation engine, CIs created with no owner, and years of customization never mapped to CSDM.
A playbook that keeps it clean
Clean the records without fixing the causes and you’ll be cleaning them again in a year. Remediation has to leave rules behind — and keep measuring, so drift shows up in weeks instead of years.
Four rules the remediation leaves behind.
Reconcile every integration
Every integration writes through the Identification and Reconciliation Engine. No side doors, no duplicates.
Owner at creation
Every configuration item needs an accountable owner the moment it is created, not after an audit finds it.
Honest thresholds
Health thresholds are locked to real standards and backed by compliance rules, so the dashboard tells the truth.
CSDM is the contract
Between the platform team and everyone who feeds the CMDB.
Read-only diagnostic
Datum CMDB connects read-only and makes zero writes to your CMDB.
Evidence per finding
Labeled fact or inference, with an evidence chain and a confidence score.
System tables
It sees why the data went bad, as well as what’s bad now.
What does your dashboard say? What’s the real number?
The gap between those two answers is where stalled AI and ITOM projects live. Datum CMDB measures it in about thirty minutes — read-only, zero writes — complimentary for qualified organizations.
Figures are from a representative enterprise assessment of 577,000 CIs. Your results will differ. ServiceNow, Now Assist and CSDM are trademarks of ServiceNow, Inc.