Mission Control
5-Tier AI ROI Framework · BASE Scenario · 3-Year Horizon
LIVE MODEL
▲ AI
$90.6M
3-Year Cumulative
Base scenario ROI
▲ AI
$19.9M
Year 1 Savings
Ramp year at 50%
▲ AI
$151M
Org Annual Cost
Total addressable base
▲ AI
15.1×
Net ROI Horizon
Return on AI investment
Five-Tier AI Productivity Dividend Framework
01
Primary Productivity
$39.6M
Direct FTE efficiency gains via AI task automation
02
Secondary Efficiency
$24.8M
Incident reduction, faster resolution, toil elimination
03
Tertiary Optimization
$14.2M
Capacity right-sizing, cloud waste, tool consolidation
04
Audit Readiness
$6.8M
Automated compliance, Big 4 fee reduction, shadow time
05
Human & Org Capital
$5.2M
Attrition reduction, knowledge retention, culture uplift
Research Confidence Anchors
McKinsey AI Productivity Gain40%
Gartner I&O AI Adoption 202554%
SRE MTTD Reduction (AIOps)65%
ITIL 4 Change Failure Reduction73%
Toil Elimination Potential50%
Audit Automation Coverage80%
Sources: McKinsey Global AI Survey 2025 · Gartner I&O Report Oct 2025 · SRE Report 2025 · ITIL 4 Practice Guide
Year-by-Year Accumulation
Year 1
$19.9M
44%
Ramp: AI deployment + early wins
Year 2
$34.4M
76%
Full run-rate: all 5 tiers operational
Year 3
$36.2M
80%
Compounding: culture + AI maturity
3-Year Cumulative$90.57M
OE Manifesto
Good operations fight fires. Great operations prevent them with AI.
Good leaders manage capacity. Great leaders predict it three months early.
Good teams respond to incidents. Great teams never have them twice.
"Operational Excellence is not a destination. It is the discipline of making excellence unremarkable." — OE Command Centre Framework