Same sensors. Four different dashboards.
Tuesday you saw the code. Today you see how maintenance managers, plant engineers, data analysts, and ops directors each interact with the AI differently. Same data, different needs, better outcomes.
Team Workflows
Maintenance Manager
4 hours/day → 45 min/day
Before
After
"I went from chasing breakdowns to preventing them. Finally sleeping through the night."
— Maintenance Manager, 14 years automotive
How Roles Work Together Through AI
Watch how the AI coordinates four roles to prevent a $180K production line failure.
Conveyor Motor Bearing Degradation Detected
One bearing alert prevented $180K in lost production. Zero unplanned downtime. Team coordinated in 3 hours, not 3 days.
Plant-Wide Impact (3-Month Comparison)
| Metric | Before | After | Improvement |
|---|---|---|---|
| Unplanned Downtime | 47 hours/month | 4 hours/month | 91% reduction |
| Maintenance Cost/Asset | $840/month | $320/month | 62% savings |
| Failure Prevention Rate | 40% caught early | 92% caught early | 130% improvement |
| Mean Time to Repair | 6.2 hours | 2.3 hours | 63% faster |
Getting Your Team On Board
Maintenance managers think AI will replace their expertise
Show time savings data: 'You'll spend 3 hours less on walkarounds, 3 hours more on strategic planning and team development'
Frame as 'assistant' not 'replacement'. AI flags issues, humans make decisions.
Plant engineers don't trust AI predictions
Run parallel for 60 days: manual monitoring + AI alerts. Show 94% accuracy rate and 12 failures prevented.
Engineers see AI catches patterns they missed. Trust builds through validation.
Data analysts worried about job security
Reframe role: 'Less time cleaning data, more time building strategic models and improving accuracy'
Analysts become AI trainers, not data janitors. Higher-value work.
Ops directors concerned about upfront cost
Calculate ROI: $180K failure prevented in month 1 = 4-month payback period on $720K system
Show monthly cost avoidance chart. Decision becomes obvious.
Technicians intimidated by new technology
Mobile-first interface: 'Just check your phone for work orders. AI handles the complexity.'
Adoption in 2 weeks. Technicians love not guessing what's broken.