The dashboard I'd build on day one.
Not "tickets closed" or "CSAT." The metrics that prove AI is actually scaling the business, and exposing whether you've built a real platform or just a more expensive chatbot.
Zero-Touch Resolution Rate
60%+
Tier 1 access & identity
End-to-end automated resolution through Slack-native flows and identity-aware workflows. Not deflection.
Helpdesk Efficiency Ratio
1 : 200
Engineers : employees
Target ratio for a lean Corp Eng team that scales output through automation instead of headcount.
Access Provisioning
< 5 min
Hire event → fully provisioned
Workday → Okta → SaaS via SCIM + Okta. Hours become minutes.
Cost Per Resolution
↓ 90%
vs. human-handled ticket
Triage is a workflow problem, not a reasoning problem. Match the model to the complexity, not the other way around.
Access Termination Accuracy
99.9%
On offboarding
Agent-driven cross-SaaS deprovisioning beats manual checklists every time.
Audit Evidence Collection
Continuous
Vanta + Okta + MDM
Compliance becomes a query, not a quarterly fire drill.