Hard-dollar savings
Actual, documented reductions in overtime, contracts, outside services, or other expenditures compared with an agreed baseline.
Finance Commission framework
Measure savings without overstating the value.
A controlled pilot can separate actual expenditure reductions from future cost avoidance and recovered staff capacity—giving municipal leaders a more credible basis for deciding whether to expand, redesign, or stop.
Orange County city planning scenario: The working figures below come from an independent August 2026 citizen proposal. They were presented for evaluation, not as City-verified facts, achieved results, or an official City program.
Scale benchmark
Small percentage changes can represent significant dollars.
The proposal cites an approximately $98.2 million proposed FY 2026/27 General Fund Police budget as a scale reference. The percentages below are arithmetic benchmarks—not projected savings.
Efficiency benchmarkArithmetic valueInterpretation
1%$982,000 annuallyScale reference only
2%$1.96 million annuallyScale reference only
3%$2.95 million annuallyScale reference only
5%$4.91 million annuallyScale reference only
City verification required: Before publication as a current City fact or use in an official analysis, the budget amount, fund scope, fiscal year, and adopted-versus-proposed status must be confirmed from authoritative City records.
Three distinct forms of value
Do not count every benefit as cash savings.
Separating the categories prevents double counting and makes the final financial analysis easier for management, commissioners, elected officials, employees, and residents to evaluate.
Cost avoidance
Future expenditures or positions that credible evidence shows otherwise would have been required. These are valuable, but they are not current cash reductions.
Capacity recapture
Sworn, supervisory, and administrative hours returned to patrol, investigations, supervision, analysis, or other productive work.
Information to connect
Financial and operational records belong in the same review.
A simple overtime total cannot explain why it occurred, whether it was necessary, or what could responsibly change.
Deployment and demand
Calls for service, workload, crime and incident trends, specialty needs, emergencies, and public events.
Staffing and schedules
Authorized, funded, filled, and vacant positions; minimum staffing; shifts; leave; court; and training.
Time and administration
Report-processing time, duplicate entry, supervisory review, briefing preparation, and management reporting.
Budget and actuals
Regular pay, overtime hours and dollars, contracts, technology costs, reimbursements, and year-end projections.
Cost-benefit scorecard
Measure the financial result and the operational result together.
The pilot should define data ownership, formulas, baselines, reporting frequency, and success thresholds before implementation.
- Total overtime hours and dollars
- Overtime by cause and organizational unit
- Minimum-staffing overtime
- Vacancy-related overtime
- Administrative hours per sworn officer
- Administrative hours per supervisor or manager
- Report-processing time
- Scheduling efficiency
- Calls for service per available officer-hour
- Management-report preparation hours
- Response times and service levels
- Implementation and ongoing technology costs
- Annualized hard-dollar savings
- Annualized cost avoidance
- Personnel capacity recaptured
- Output accuracy and correction rates
Longer-term management efficiency
Use attrition as a review point—not a predetermined cut.
If AI-supported reporting reduces administrative work across supervisory levels, retirements, resignations, and vacancies could become structured decision points. Management could evaluate whether a position should be filled, reorganized, or left vacant based on actual operating evidence.
Non-negotiable safeguard
No position should be credited as AI-related savings unless it can actually be eliminated, defunded, reorganized, or left vacant without deterioration in defined public-safety performance standards.
This approach favors gradual cost avoidance through normal attrition rather than layoffs and requires accountable human approval.
The decision standard
Did measurable benefits exceed the full cost?
A successful pilot should demonstrate sustainable reductions in avoidable overtime or administrative cost, improved management information, and increased productive capacity without weakened public safety. If it does not, the City should be able to stop without a larger permanent commitment.
Review the savings methodology