AI-Powered Enterprise Dashboard
Dell Technologies · Principal Product Designer · IT Operations SaaSBusiness pressure
- Support tickets for the IT ops dashboard grew ~15% quarter-over-quarter on a 2M-user platform.
- Only ~34% of shipped features reached meaningful adoption.
- Leadership needed AI differentiation without risk to production infrastructure.
User pain
- Incident triage required 12+ clicks; ~40% of session time spent navigating between modules.
- AI suggestions were generic and ignored — no confidence score or alert-level context.
Constraints
- Phased rollout only — no full rewrite or downtime window.
Product strategy
- Prioritized top 5 workflows using support-ticket and contextual inquiry data.
- Phased: triage redesign → inline AI → role-based personalization.
Design decisions
- Workflow-first information architecture with progressive disclosure.
- Contextual AI at the triage decision point with confidence scores and expandable rationale.
- 12 new patterns contributed to the enterprise design system.
Validation
- 16 usability sessions; A/B test with 2,400 users over 6 weeks.