Unify ops and service views
For a core product line, align order, fulfillment, and ticket fields into a daily/weekly ops panel.
Connect yield, experience, and frontline service with ops intelligence
Channel, order, and service data were split; experience issues closed slowly. We focused on ops views and service intelligence; GEO only as an optional marketing add-on.
Challenge
Late experience signals, slow coordination
Booking, on-site service, and after-sales tickets were fragmented; poor experiences surfaced mainly via complaints. Leadership lacked a shared ops/service view, so fixes rarely reached the right shift teams.
Approach
Ops view → service scenarios → optional marketing enhance
Service-intelligence pilot
Deploy knowledge assist and ticket routing for contact center / on-site support, with clear human takeover paths.
Marketing only when needed
If generative-answer representation becomes a brief, evaluate GEO separately — don’t let a marketing product replace the ops spine.
Outcome
Day-ready ops and service coordination
- Pilot product line has a shared ops–service view and weekly review.
- Assist scenarios have takeover and escalation paths — reducing “tool launched, unused.”
- GEO inclusion has its own criteria; not forced into the ops program.
Capabilities
- Ops intelligence
- Client-service AI
- AI consulting
MICROFACTOR