From 12 to 5: How a SaaS Founder Restructured Operations Around AI
The Challenge
A 12-person SaaS company was scaling, but operational costs were growing faster than revenue. The 6-person ops team handled support tickets, onboarding, data entry, and internal comms — all work that followed repeatable patterns.
What Penny Recommended
- →Mapped all 6 ops roles against AI capabilities available today
- →Identified that customer onboarding, ticket triage, and data entry could be fully automated
- →Built a phased 4-month transition plan — no sudden layoffs, gradual restructuring
- →Tracked accountability weekly: which tools were adopted, which processes migrated
The Results
£120K+
annual savings
12 → 5
headcount
4 months
transition time
“Penny didn't just find us cheaper tools — she showed us that our entire 6-person ops team was doing work AI handles end-to-end. We restructured down to 2 people plus AI. Same output, completely different cost base.”
James M.
SaaS Founder, 12 employees → 5