AI for special districts, unmasked.
No hype. No vendor pitch. A practitioner's honest guide to what AI can — and can't — do for your district right now, plus the tools to start responsibly.
“AI will replace our district staff.”
Doing more with the same — or less.
Special districts are being asked to deliver more services, more responsiveness, and more transparency without more resources. AI is not a silver bullet — anyone who tells you otherwise is selling something.
But deployed thoughtfully, with the right governance in place first, it genuinely changes what a small team can accomplish: compressing the time to analyze data, draft communications, research compliance, and answer the public.
“The question I hear most isn't should we look at AI — it's where do we start, and how do we do this responsibly? That's exactly what this session answers.”
This page is your take-home toolkit: four working tools, drawn straight from the room, that you can use the moment you get back to your district.
Five places AI earns its keep
The near-term, high-value use cases for district operations. Tap any one for what it does, where it helps most, and — most importantly — what you need in place first.
AI Readiness Self-Assessment
Eight quick questions across the things that actually determine whether your district is ready to pilot. Answer honestly — your results are private to this browser, and you can print them for your board.
AI Readiness Self-Assessment — from “Unmasking AI for Special Districts,” Doug Liles, FASD 2026 Annual Conference. fasd.fl5ai.com
Governance & Ethics Checklist
The framework that should exist before a district deploys any AI system. Check off what you've got, see what's missing, and print a clean, board-adoptable version.
Governance & Ethics Checklist — from “Unmasking AI for Special Districts,” Doug Liles, FASD 2026. Adapt to your district's statutory purpose and review with counsel.
AI Tool Finder, by district function
Categories of tools mapped to the work — with what to look for and what to ask. Filter by function and by the size of your district.
Procurement & Vendor-Contract Review
Technology-first, governance-second is where costly mistakes happen. AI vendor contracts carry data-licensing, model-training, and liability terms that standard public-sector templates were never built to evaluate. Work this list before you sign.
Procurement & Vendor-Contract Review — from “Unmasking AI for Special Districts,” Doug Liles, FASD 2026. Developed through GoodSam.ai legal-playbook work for civic AI. Not legal advice; review with counsel.
Is this task right for AI?
A human-in-the-loopHITL — a person reviews, approves, or makes the final call on AI output, rather than letting the system decide unsupervised. decision tool. Answer a few questions about a specific task and get a clear verdict on how much human oversight it needs.
What good looks like — and the warning signs
Illustrative, district-flavored scenarios. Confirm specifics for your own context — these are teaching examples, not verified case studies.
Stormwater monitoring that scales down
A drainage district pairs sensor data with AI summaries to turn weeks of manual analysis into a daily dashboard and automated compliance flags — the kind of capability that used to be cost-prohibitive for a small team. [[verified FL example]]Insert a real Florida district example and any DEP grant ID (e.g., DEP Grant LPA####) once confirmed — flag verified vs. inferred.
Faster, better-documented board meetings
Staff use generative tools to draft agenda summaries and synthesize public-comment patterns, freeing analyst hours and producing a cleaner public record — with a human reviewing every word before it's published.
Warning sign: the contract no one read
A district pilots a tool whose terms quietly grant the vendor rights to train on district data. The board never reviewed it. This is the classic technology-first, governance-second failure.
Warning sign: “the AI decided”
Any time an AI output is treated as a decision rather than a draft — especially one affecting residents' rights or benefits — accountability has gone missing. A human must always own the call.
One foot in the boardroom, one in the lab.
Doug Liles is an elected Special District Commissioner in South Walton County and founder & CEO of the Good Samaritan Institute (GoodSam.ai). He lives at the intersection of AI and local-government governance — and everything in this session has been tested against real-world constraints: budgets, staff capacity, public accountability, and Florida's statutory boundaries.
The frameworks here were built and field-tested at Point PreserveDoug's beachfront AI campus in South Walton County — a live-in incubator where civic technologists build and test applied AI. [[confirm descriptor / room count]], and refined across nearly 100 episodes of the AI for Good: Transforming Communities podcast.
The conversation, continued
The thinking behind this workshop lives in two places you can follow today.
AI for Good: Transforming Communities
~100 episodes on deploying AI in service of people — local government, civic organizations, environmental stewardship, and community business.
Listen on Spotify Watch on YouTubeQuestions districts actually ask
Resources & downloads
The tools above print straight from this page. The field guide and the board-resolution template are ready to download now; session slides post after June 9.
Readiness Assessment
Score your district and print the result.
Interactive →Governance Checklist
Board-adoptable, printable policy controls.
Interactive →Procurement Guide
“Before you sign” vendor-contract questions.
Interactive →One-page field guide
Printable one-pager with a QR — five use cases plus the governance and vendor checks.
View / print →Board-resolution template
Editable Word resolution to authorize AI use — adapt with counsel.
Word · .docx ↓GoodSam.ai
Civic & government AI playbooks.
Visit →Bring a question to the room
Attending — or just exploring what AI could realistically do for your district? Send your biggest question and let's continue the conversation.