RESEARCH LIBRARY

Research

LGAI publishes its own white papers — each with an executive summary, sourced data, and a direct PDF download — alongside the external research we cite in forensic community reviews.

A modern government building flying a large American flag on a downtown street with pedestrians passing.
Public accountability depends on transparent institutions and accessible records. LGAI turns the primary public record into clear, verifiable findings that any reader can check.Illustrative editorial image — not an actual LGAI investigation.

LGAI Publications

Read online or download the PDF edition of each paper.

Founding White Paper14 min read

The Lag-Lead Trap (Founding White Paper)

22 April 2026 · Revised July 2026

Why local government must adopt private-sector productivity standards before the property-tax base contracts.

  • Private-sector efficiency benchmarks (2026)
  • Updated Lag-Lead gap charts
  • Executive recommendations for jurisdictions
  • July 2026 Update: refreshed 2025-2026 national data (Medill 2025, NLC, Pew) and a fully national evidence base
Methodology Paper9 min read

The Seven-Pillar Audit Framework

6 May 2026 · Revised July 2026

A repeatable method for investigating any local government — templates, case studies, and the seven pillars.

  • Audit templates and worksheet references
  • Case study crosswalks
  • Stakeholder Engagement & Impact Measurement pillar
  • July 2026 Update: Pillar 5 comparator case studies hyperlinked to primary sources; national framing throughout
Policy Paper18 min read

Productivity Parity

27 May 2026 · Revised July 2026

The 36-month window every local government faces — and the efficiency parity standard citizens should demand.

  • 2026 AI workforce impact analysis
  • New efficiency parity pillar
  • Phased adoption roadmap
  • July 2026 Update: Gartner prediction now verified by named corporate actuals (Oracle, Amazon/Walmart, Wall Street) with sources; anonymized worked example; refreshed federal + state-CIO data; national framing
Policy Paper15 min read

The Florida Laboratory

10 June 2026 · Revised July 2026

How Florida state reforms and citizen-led investigations are rewriting local accountability.

  • The 2026 wave of state reform and audit programs
  • Citizen records-request toolkit
  • Sunshine + local dashboard architecture
  • July 2026 Update: the XBRL / data-laboratory argument added (HB 1073, Fla. Stat. §218.32, LOGER-X); investigation detail moved to the dedicated sites; homestead-amendment status refreshed
Proprietary Platform17 min read

Citizens Savings & Efficiency Platform™

18 June 2026 · Revised June 2026

LGAI’s proprietary engine for turning forensic analysis into prioritized local government savings and efficiency recommendations.

  • Complete Six Core Areas Efficiency Menu with tactics and savings ranges
  • Financial Impact & Modeling, Implementation Roadmap, and Conclusion
  • Full variable-input financial model and benchmark tables (coming)
Vision Paper18 min read

The Full Chain

11 July 2026

From a citizen’s first tip to a community’s measurable reform: LGAI’s horizontally integrated model for local government accountability — now running through Kendall Square.

  • The six-stage accountability lifecycle, end to end
  • The customized-AI technology spine across every stage
  • The Cambridge / Kendall Square research program
  • Published July 2026
Case Study Compilation12 min read

Fifty Cities Already

27 May 2026 · Revised June 2026

Operational proof that local-government AI productivity works — with an implementation guide.

  • New 2025–2026 municipal case studies
  • Step-by-step implementation guide
  • Peer-matching index for your jurisdiction

External Research Library

Allied Organizations

Reason Foundation

Public-finance research; govfinance.reason.org ACFR database.

Foundation for Government Accountability

Florida-HQ free-market think tank.

Manhattan Institute

Quality of governance, fiscal responsibility.

American Enterprise Institute

AI productivity and economic policy.

Cato Institute

Federal workforce reform.

NASCIO

State CIO trade association.

National League of Cities

Municipal AI case studies.

Bloomberg Center for Cities (Johns Hopkins)

Municipal AI partnerships.

Data Sources

  • govfinance.reason.org21,405 state/local ACFRs
  • DOGE.govfederal savings and workforce data
  • OPM.govfederal personnel data
  • Census.govdemographic and ACS data
  • Florida DOGElocal government audit disclosures
  • Sarasota County Public Recordsactive investigation primary source
The LGAI methodology in six steps: pull the records, structure them, analyze across the seven pillars, benchmark against peers, attribute responsibility, and publish reproducibly.
How an LGAI review works, end to end — from pulling the public record to publishing a finding any reader can reproduce. LGAI methodology

Submit research for inclusion

Citizens, journalists, and local officials are invited to submit research for inclusion. Standard editorial verification applies — every entry needs a documented source.

Independent · No government money · No candidate money · Every finding sourced