Municipal Resource Intelligence Specification

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Municipal Resource Intelligence

From Municipal Data to Actionable Savings.

Overview

Municipal Resource Intelligence is an open source AI specification designed to help municipalities identify economical, efficient, transparent, and sustainable ways to manage public resources.

The system analyzes municipal services, expenditures, contracts, personnel, procurement, service delivery models, and property-tax requirements to identify opportunities for measurable savings. It evaluates the total economic effect of recommendations on both the municipality and its residents rather than treating reductions in municipal spending as savings when those costs are simply transferred to taxpayers.

Municipal Resource Intelligence is designed with a modular architecture. Core modules provide the fundamental municipal intelligence and optimization capabilities. Optional plugin modules extend the system with specialized integrations, analytical capabilities, data sources, and reporting functions.

The system is intended to remain vendor-neutral, auditable, transparent, human-governed, and adaptable to municipalities of different sizes and organizational structures.

Core Principles

Analyze every municipal service and material expenditure.
Examine the complete economic cost of municipal services.
Compare multiple service delivery models.
Distinguish municipal savings from community-wide savings.
Identify opportunities for recurring and one-time savings.
Track projected savings separately from verified savings.
Recalculate municipal financial requirements as verified recurring savings accumulate.
Calculate the property-tax effect of approved reforms.
Generate individual property-tax impact reports with each applicable reform.
Benchmark municipal positions according to duties, compensation, hours, and workload.
Provide transparent public records for material financial recommendations.
Preserve source data, assumptions, calculations, and methodology.
Maintain human authority over municipal decisions.
Never treat an AI recommendation as an automatic government decision.
Support continuous analysis rather than one-time budget review.
Avoid vendor lock-in.
Support local-first and self-hosted deployment.
Provide interoperable data and reporting capabilities.
Maintain a clear distinction between projected, approved, implemented, and verified financial results.

Core Modules

Municipal Data Intake Module

The Municipal Data Intake Module collects and normalizes municipal financial, operational, administrative, and public service information.

Features include:

Municipal budgets
Annual financial reports
Department expenditures
Revenue records
Tax levy information
Property-tax data
Procurement records
Vendor records
Contracts
Payroll records
Compensation records
Benefits information
Pension information
Overtime records
Service utilization records
Equipment records
Capital expenditures
Debt obligations
Insurance costs
Facilities costs
Maintenance costs
Utility costs
Grants
Fees
Permits
Public records
Service performance data
Historical financial information
Municipal operating data

The module shall identify missing, inconsistent, outdated, or incomplete data and disclose those limitations before the affected information is used for material recommendations.

Municipal Service Inventory Module

The Municipal Service Inventory Module maintains a complete inventory of municipal services, programs, departments, activities, and associated expenditures.

Features include:

Comprehensive service catalog
Department mapping
Program mapping
Service ownership identification
Service population identification
Service utilization tracking
Service cost assignment
Service frequency tracking
Service performance metrics
Service dependency mapping
Required versus discretionary service classification
Duplicate service identification
Overlapping service identification
Underutilized service identification
Historical service comparison
Service lifecycle tracking

Every municipal service shall be eligible for analysis. The system shall not exclude a service solely because it has traditionally been provided by government.

Service Cost Analysis Module

The Service Cost Analysis Module determines the complete economic cost of each municipal service.

Features include:

Direct expenditure analysis
Indirect expenditure analysis
Labor costs
Benefits
Pension costs
Overtime
Administrative overhead
Procurement costs
Equipment costs
Equipment depreciation
Facilities costs
Maintenance costs
Insurance
Utilities
Fuel
Capital expenditures
Debt-related costs
Contract administration
Technology costs
Compliance costs
Replacement costs
Long-term obligations
Cost per resident
Cost per household
Cost per service
Cost per transaction
Cost per unit of output

The module shall identify costs that are commonly excluded from simple service-price comparisons.

Service Delivery Optimization Module

The Service Delivery Optimization Module compares economically viable methods of delivering each municipal service.

Potential delivery models include:

Municipal operation
Private contracting
Competitive procurement
Multiple private providers
Fee-for-service
Citizen-selected providers
Regional service agreements
Intermunicipal cooperation
Shared services
Nonprofit providers
Cooperative providers
Hybrid delivery models
Other legally permissible delivery models

The module shall compare costs, service levels, administrative requirements, implementation costs, risks, and community-wide economic effects.

Citizen Service Cost Comparison Module

The Citizen Service Cost Comparison Module determines whether residents could obtain comparable services independently at a lower total cost than the existing municipal model.

Features include:

Current municipal cost per household
Current municipal cost per resident
Estimated direct citizen cost
Private provider pricing
Regional provider pricing
Service availability
Service quality comparison
Administrative savings
Transition costs
Contract termination costs
Resident participation assumptions
Aggregate citizen cost
Aggregate municipal savings
Net community savings
Distributional impact analysis

The system shall explicitly distinguish:

Municipal savings
Resident costs
Total community cost
Net community savings

A reduction in municipal spending shall not automatically be classified as a community savings if residents incur greater costs elsewhere.

Fee-for-Service Analysis Module

The Fee-for-Service Analysis Module identifies municipal services that may be economically appropriate for user-based fees rather than general taxation.

Features include:

Service eligibility analysis
Current taxpayer subsidy
Cost recovery analysis
Partial cost recovery analysis
Full cost recovery analysis
User fee modeling
Administrative cost modeling
Resident participation modeling
Equity impact analysis
Revenue projections
Tax levy impact
Alternative pricing scenarios
Public service accessibility analysis

The module shall distinguish essential public services from services where a fee-for-service model may be appropriate.

Provider Intelligence Module

The Provider Intelligence Module evaluates potential service providers and available market alternatives.

Features include:

Provider identification
Provider service area
Pricing comparison
Service offerings
Qualifications
Licensing
Insurance requirements
Capacity
Contract terms
Contract duration
Renewal provisions
Cancellation provisions
Performance information
Service-level comparison
Geographic availability
Competitive market analysis

The system may recommend providers or provider categories but shall not automatically award contracts.

Contract Analysis Module

The Contract Analysis Module evaluates existing municipal contracts for cost and structural optimization opportunities.

Features include:

Contract cost analysis
Contract duration
Renewal provisions
Automatic renewal detection
Escalation clauses
Minimum-volume requirements
Service-level requirements
Unused services
Duplicate services
Administrative charges
Vendor concentration
Market-price comparison
Competitive rebidding opportunities
Contract restructuring opportunities
Contract termination costs
Contract transition costs

Procurement Optimization Module

The Procurement Optimization Module evaluates municipal purchasing and procurement practices.

Features include:

Competitive pricing analysis
Vendor comparison
Bulk purchasing analysis
Cooperative purchasing analysis
Regional purchasing opportunities
Procurement frequency analysis
Contract consolidation
Duplicate purchasing detection
Price variance detection
Procurement timing analysis
Bid comparison
Renewal analysis
Long-term purchasing scenarios

Compensation, Workload, and Position Benchmarking Module

The Compensation, Workload, and Position Benchmarking Module evaluates every municipal position using duties, compensation, hours, workload, qualifications, and responsibilities.

Features include:

Complete position inventory
Position descriptions
Actual duties analysis
Required qualifications
Education requirements
Certification requirements
Experience requirements
Supervisory responsibilities
Employees supervised
Department assignment
Base salary
Overtime compensation
Bonuses
Benefits
Pension costs
Retirement contributions
Employer-paid costs
Scheduled hours
Actual hours worked
Overtime hours
On-call hours
Emergency response hours
Seasonal hours
Paid hours
Training hours
Total annual working hours
Effective hourly salary
Effective hourly total compensation
Statewide comparison
Regional comparison
Comparable public-sector positions
Comparable private-sector positions where appropriate
Workload-adjusted compensation
Services delivered per employee
Services delivered per labor hour
Cost per service delivered
Department staffing analysis
Management-layer analysis
Position consolidation analysis

The system shall compare positions according to actual duties and responsibilities rather than relying solely on job titles.

The system shall not classify an employee as overpaid solely because compensation exceeds an average. Differences in workload, qualifications, geographic conditions, responsibilities, tenure, labor agreements, staffing conditions, and specialized expertise shall be considered.

Department Optimization Module

The Department Optimization Module evaluates departments as complete operational units.

Features include:

Department spending analysis
Staffing analysis
Management structure analysis
Service output analysis
Administrative overhead
Department workload
Duplicate responsibilities
Interdepartmental overlap
Shared staffing opportunities
Consolidation scenarios
Outsourcing scenarios
Regional cooperation scenarios
Service-level impact
Long-term cost projections

Savings Tracking Module

The Savings Tracking Module records and monitors financial savings generated through approved reforms.

Features include:

Projected savings
Approved savings
Implemented savings
Verified savings
One-time savings
Recurring savings
Savings by service
Savings by department
Savings by reform
Savings by fiscal year
Cumulative savings
Projected versus actual savings
Savings verification
Savings reconciliation
Savings attribution
Future savings projections

Recurring savings shall be tracked separately from one-time savings because recurring savings have different implications for future municipal financial requirements.

Municipal Levy Recalculation Module

The Municipal Levy Recalculation Module continuously evaluates how verified recurring savings affect the municipality’s required property-tax levy.

Features include:

Current municipal levy
Required municipal revenue
Verified recurring savings
One-time savings exclusion from recurring calculations
Revenue changes
Debt obligations
Required expenditures
Reserve requirements
Financial obligations
Revised expenditure requirements
Revised levy requirements
Tax-rate modeling
Multi-year levy projections
Reform-specific levy impacts
Cumulative levy impacts

When verified recurring savings reduce the amount of revenue required from property taxation, the system shall calculate the resulting potential property-tax reduction.

The system shall not assume that every savings amount can legally or immediately reduce the levy. Applicable legal, financial, contractual, debt, reserve, and budgetary requirements must be incorporated into the calculation.

Individual Property Tax Impact Module

The Individual Property Tax Impact Module generates property-specific reports when approved municipal reforms affect the property-tax burden.

Features include:

Property identification
Property address
Property assessed value
Applicable municipal tax rate
Current municipal property-tax amount
Pre-reform levy
Post-reform levy
Reform description
Reform-specific savings
Property-specific tax impact
Dollar reduction
Percentage reduction
Cumulative savings
Historical reform impacts
Projected future impacts
Actual versus projected impacts

Each applicable reform shall be traceable to the property-tax impact it generates.

The system shall distinguish municipal tax impacts from taxes imposed by other taxing authorities.

Property Tax History Module

The Property Tax History Module maintains a longitudinal record of municipal reforms and their effect on individual properties.

Features include:

Original property-tax baseline
Reform-by-reform history
Annual municipal tax amount
Revised municipal tax amount
Annual savings
Cumulative savings
Percentage change
Projected savings
Verified savings
Actual savings
Historical levy changes

Scenario Modeling Module

The Scenario Modeling Module allows municipalities to evaluate proposed reforms before implementation.

Features include:

Service elimination scenarios
Service restructuring scenarios
Privatization scenarios
Fee-for-service scenarios
Citizen-direct-purchase scenarios
Contract replacement scenarios
Staffing scenarios
Department consolidation scenarios
Procurement scenarios
Regional cooperation scenarios
Tax levy scenarios
Property-tax scenarios
One-year projections
Three-year projections
Five-year projections
Ten-year projections
Sensitivity analysis
Risk analysis
Uncertainty analysis
Alternative comparison

Community Economic Impact Module

The Community Economic Impact Module evaluates the broader financial effects of municipal decisions.

Features include:

Municipal savings
Resident direct costs
Resident indirect costs
Total community cost
Net community savings
Cost distribution
Household impact
Service accessibility
Economic burden
Transition effects
Long-term economic impact

The module shall prevent the system from treating cost shifting as genuine economic savings.

Public Records & Transparency Module

The Public Records & Transparency Module generates public documentation for material municipal analyses and reforms.

Features include:

Public recommendation records
Public decision records
Service cost records
Contract analysis records
Provider comparison records
Compensation benchmarking records
Savings records
Property-tax impact summaries
Data source documentation
Calculation documentation
Assumption documentation
Methodology documentation
Alternative analysis
Implementation results
Verified savings
Historical records

Every material AI-generated financial recommendation shall produce a corresponding public transparency record unless disclosure is prohibited by applicable law.

Public Transparency Dashboard Module

The Public Transparency Dashboard Module presents municipal financial information in an accessible format.

Features include:

Municipal spending
Department spending
Service costs
Contract costs
Provider comparisons
Staffing costs
Compensation comparisons
Savings
Verified savings
Reforms
Property-tax impacts
Historical comparisons
Public records
Search
Filtering
Downloadable reports
Aggregate taxpayer impact

Individual property information shall be protected through appropriate access controls while aggregate municipal financial information remains publicly accessible where legally permitted.

Audit & Data Provenance Module

The Audit & Data Provenance Module provides traceability for financial analysis and recommendations.

Features include:

Source identification
Data provenance
Source timestamps
Calculation history
Assumption tracking
Recommendation history
Model output history
Human review records
Approval records
Rejection records
Revision history
Savings verification history
Tax recalculation history
Public record linkage

The system shall make it possible to determine how a recommendation was produced and which source information contributed to the conclusion.

Human Governance Module

The Human Governance Module maintains human authority over municipal decisions.

Features include:

Human review
Recommendation approval
Recommendation rejection
Recommendation modification
Human override
Decision documentation
Conflict disclosure
Uncertainty disclosure
Limitation disclosure
Review workflows
Administrative authorization
Elected-official decision records

The AI shall provide analysis and recommendations but shall not independently eliminate services, terminate contracts, alter compensation, impose fees, change taxes, or award contracts.

Continuous Optimization Module

The Continuous Optimization Module maintains an ongoing municipal optimization cycle.

The cycle includes:

Analyze
Compare
Recommend
Review
Approve or reject
Implement
Measure
Verify
Recalculate savings
Recalculate municipal financial requirements
Recalculate applicable property-tax impacts
Publish records
Monitor outcomes
Reassess opportunities

The system shall continuously compare projected outcomes with actual results and update future recommendations accordingly.

Data Validation Module

The Data Validation Module evaluates the quality and reliability of information used by the system.

Features include:

Missing-data detection
Duplicate-data detection
Conflicting-data detection
Outdated-data detection
Anomaly detection
Source reliability assessment
Calculation validation
Cross-source comparison
Confidence scoring
Data quality reporting

Material recommendations shall identify significant data limitations that could affect the recommendation.

Security & Access Control Module

The Security & Access Control Module protects municipal and property-specific information.

Features include:

Role-based access
Administrative permissions
Public access controls
Property-owner authentication
Restricted financial records
Audit logging
Data access logging
Data modification logging
Authentication
Authorization
Secure data handling
Separation of public and restricted information

Optional Plugin Modules

Optional plugins may extend the core system without changing the fundamental principles of Municipal Resource Intelligence.

State Data Integration Plugin

Provides integration with statewide public datasets, compensation databases, municipal financial records, procurement records, and other relevant state sources.

Municipal ERP Integration Plugin

Connects Municipal Resource Intelligence with municipal enterprise resource planning and financial management systems.

Payroll Integration Plugin

Imports payroll, compensation, benefits, hours, overtime, and employment data.

Property Assessment Integration Plugin

Connects the system with applicable property assessment and valuation systems for property-tax impact calculations.

Procurement Platform Plugin

Connects procurement records, bids, vendor information, contracts, and purchasing data.

Public Records Integration Plugin

Publishes approved transparency records to municipal public records systems.

GIS & Geographic Analysis Plugin

Adds geographic analysis of services, providers, facilities, properties, service areas, and regional alternatives.

Regional Municipality Comparison Plugin

Compares municipalities with similar populations, geographic characteristics, service requirements, tax bases, and operational structures.

Market Pricing Plugin

Connects service and procurement analyses with available market pricing information.

Provider Discovery Plugin

Expands provider discovery and comparison capabilities using approved external data sources.

Legislative & Regulatory Analysis Plugin

Identifies applicable laws, regulations, mandates, procurement requirements, and restrictions that may affect a proposed municipal reform.

Public Engagement Plugin

Provides tools for public feedback, surveys, service prioritization, and resident participation in municipal reform discussions.

Notification Plugin

Provides notifications for new recommendations, savings verification, contract renewals, tax-impact updates, and public record publication.

Document Generation Plugin

Generates standardized municipal reports, financial analyses, public records, executive summaries, and property-tax reports.

Advanced Forecasting Plugin

Adds advanced forecasting, predictive modeling, sensitivity analysis, and long-term financial projections.

Comparative Compensation Database Plugin

Provides expanded statewide, regional, national, public-sector, and private-sector compensation benchmarking data.

Service Performance Plugin

Tracks service quality, response times, utilization, resident satisfaction, service output, and performance metrics alongside financial data.

Public Dashboard Plugin

Provides enhanced public visualization, filtering, comparison, historical analysis, and downloadable municipal financial information.

Reporting Requirements

Municipal Resource Intelligence shall support detailed reporting for:

Municipal budgets
Individual services
Departments
Contracts
Providers
Procurement
Positions
Compensation
Work hours
Workload
Staffing
Savings
Reforms
Municipal levy changes
Property-tax impacts
Community economic impacts
Public transparency
Historical outcomes

Reports shall identify whether financial values are:

Projected
Estimated
Approved
Implemented
Verified
Actual

Savings Verification Requirements

The system shall distinguish between anticipated savings and realized savings.

A projected saving shall not automatically become a verified saving.

Verified savings should be supported by appropriate financial records, implementation evidence, or subsequent municipal financial data.

The system shall reconcile projected savings with actual results and update future calculations when actual results differ from projections.

Property Tax Requirements

When verified recurring savings affect the amount of municipal revenue required from property taxation, the system shall recalculate the applicable municipal levy and determine the resulting property-tax impact.

Each applicable reform shall be traceable to:

The service or expenditure affected
The financial change
The verified savings
The resulting levy impact
The applicable property-tax impact
The cumulative taxpayer impact

Transparency Requirements

Transparency shall be a core system function.

The system shall make available, where legally permitted:

Source information
Methodology
Assumptions
Calculations
Recommendations
Alternatives considered
Projected savings
Verified savings
Implementation costs
Actual results
Municipal levy impacts
Aggregate property-tax impacts
Decision records
Reform histories

The system shall clearly identify information that is restricted by law or otherwise unsuitable for public disclosure.

AI Recommendation Requirements

AI-generated recommendations shall:

Identify the problem being analyzed.
Identify the data used.
Identify significant missing information.
Identify assumptions.
Identify alternatives.
Compare financial outcomes.
Compare service outcomes.
Identify risks.
Identify uncertainty.
Distinguish projected from verified savings.
Identify potential effects on residents.
Identify potential property-tax effects.
Provide an auditable explanation of the recommendation.
Remain subject to human review.

Vendor Neutrality

Municipal Resource Intelligence shall not require municipalities to use a particular vendor, provider, software platform, financial system, procurement platform, or service provider.

The specification shall support interoperable data formats and replaceable integrations.

Local-First Design

The system should support local-first operation, self-hosting, municipal control of data, and deployment without mandatory dependence on a centralized commercial service.

Municipalities should retain control over their data, configurations, analytical parameters, and deployment environment.

Open Source Requirements

Implementations of this specification should preserve the freedoms required by the AGPL-3.0+ license.

Network-deployed implementations must comply with applicable AGPL-3.0+ source availability requirements.

Core Economic Principle

Municipal Resource Intelligence shall optimize for total community economic efficiency, not merely reductions in municipal expenditures.

A municipal expenditure reduction shall not automatically be classified as a community saving if the resulting cost imposed on residents exceeds the municipal savings.

The system shall seek solutions that provide appropriate public services while minimizing the combined economic burden placed on the municipality and its residents.

Core Optimization Cycle

Municipal Resource Intelligence shall operate according to the following continuous model:

Analyze → Compare → Recommend → Review → Implement → Measure → Verify → Recalculate → Report → Disclose → Reassess

This cycle shall allow municipalities to continuously identify opportunities for more economical service delivery and continuously evaluate whether implemented reforms actually produced the expected results.

Specification Branding License (SBL)

Standard

Fully AGPL-3.0+ compliant system
Copyleft enforced for network deployments
Required attribution:
- Roxanne Ardary
- https://www.roxanneardary.com/

Optional

Specification Branding License (SBL)
- Attribution-free commercial deployment
- Pricing based on scale, usage, and deployment scope
- https://roxanneardary.com/municipal-resource-intelligence/

License & Notice Requirements

Municipal Resource Intelligence is released under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

By contributing to any Open Arsenal project, you agree that your contributions will also be released under this license.

Please note the following:

All contributions must comply with the AGPL-3.0+ terms.
Under Section 7 of the license, all redistributions, forks, and derivative works must preserve attribution to Roxanne Ardary and roxanneardary.com.
Municipal Resource Intelligence specifications are free to use with attribution. A Specification Branding License can be negotiated upon request.
The project’s notice.md file tracks attribution requirements and contributor acknowledgments. Any update that adds new contributors or modifies attribution should also update notice.md.
When submitting a pull request, ensure that any new files maintain the attribution headers where applicable.
Network-deployed versions of this software must also remain fully AGPL-3.0+ compliant, including exposure of source code modifications when applicable under the license.

For full legal details, please refer to the AGPL-3.0+ license and the project’s notice.md file.

Notice – Municipal Resource Intelligence

Attribution Requirement: Under Section 7 of the AGPL 3.0+ license, all redistributions, forks, and derivative works, including network-deployed versions of this project, must provide attribution to Roxanne Ardary and roxanneardary.com.

Contributors

This file tracks contributors and their specific contributions to the project.

Roxanne Ardary, roxanneardary.com – August 24, 2026
Created the repository for Municipal Resource Intelligence. Created the specification for an AI-driven municipal resource intelligence system designed to analyze municipal services and expenditures, identify actionable savings opportunities, compare service delivery and compensation costs, track verified savings, calculate property-tax impacts, and provide transparent public reporting.
[Add other contributors here] – [Date]
[Describe contribution in one sentence]

License – Municipal Resource Intelligence

This repository is licensed under the GNU Affero General Public License v3.0 or later (AGPL-3.0+).

Key Points

You are free to use, modify, and distribute the code.
All redistributions, forks, and derivative works or network-deployed versions must also be licensed under AGPL-3.0+ and provide attribution to Roxanne Ardary and roxanneardary.com as required under Section 7 of the license.
The software is provided “as is,” without warranty of any kind.

For the full license text, see GNU AGPL-3.0 License.