October 23, 2026

Using AI to Write Public Comments and Understand Local Laws

Community members reviewing documents together in a bright neighborhood center.
Illustration

Attending city council meetings and speaking up for your neighborhood shouldn’t require a law degree. You can use artificial intelligence to quickly summarize hundreds of pages of city agendas, translate dense zoning laws into plain English, and outline effective public comments that make your voice heard.

Local government affects our daily lives more directly than anything happening in state capitals or Washington. But when you want to advocate for safer crosswalks, better park maintenance, or affordable housing, the barrier to entry is high. City council agendas run incredibly long. In California, Santa Clara County recently posted a meeting packet spanning nearly 500 megabytes of PDFs and supporting documents. Meetings themselves often drag on well past their scheduled times, with some local councils averaging more than four hours per session.

This is where you can use AI for civic engagement. You don’t need to be a tech expert to ask tools like ChatGPT, Claude, or Google Gemini to do the heavy lifting of reading bureaucratic documents. Instead of giving up because you lack the time to comb through municipal codes, you can focus on what actually matters: sharing your perspective with the people elected to represent you.

Our community workshops are taught by Micah Berkley. In these sessions and through our local outreach, we have seen how neighborhoods use basic technology to advocate for themselves. Whether you are leading a mutual aid group or just want to speak up about a local ordinance, AI can help level the playing field. Community groups planning local events also use these tools to coordinate their civic activities, proving that a little technical help goes a long way.

How do I use AI to summarize city council agendas?

You can upload city council agenda PDFs directly into an AI tool and ask it to identify specific topics, summarize long staff reports, or flag items requiring a public vote. This saves you hours of reading and ensures you never miss a relevant neighborhood issue.

Most city websites publish their meeting agendas a few days before the council gathers. The problem is that these documents are often written in bureaucratic shorthand. Instead of reading a 200-page document line by line to see if your street is mentioned, you can download the PDF and upload it into your preferred AI tool.

Once the file is uploaded, you need to give the AI specific instructions. If you ask a broad question like “What is this meeting about?”, you will get a generic, unhelpful summary. Instead, tell the system exactly what your neighborhood group cares about. Treat the AI like an eager but literal-minded research assistant who needs clear boundaries.

Try this prompt:

“I have uploaded the agenda and staff reports for Tuesday’s city council meeting. I am a resident advocating for pedestrian safety and affordable housing. Please scan this document and list any agenda items, staff reports, or public hearings related to crosswalks, traffic calming, zoning changes, or housing developments. For each relevant item, give me a two-sentence summary in plain English and provide the exact page number.”

This approach instantly filters out the noise. You can also ask the AI to explain the context of a specific agenda item. If the city is voting on a “Categorical Exemption to the CEQA guidelines” or a “Tax Increment Financing district,” you can copy that exact phrase. Ask the tool, “Explain what this means for a resident living on Main Street, using simple, non-legal language.”

By doing this before the meeting, you can decide if it is actually worth your time to attend. If an item is just being introduced and not voted on, the AI can help you figure out the timeline for future public input.

Can AI help me understand local zoning and municipal laws?

Yes, AI can translate complex zoning ordinances and municipal codes into plain language. By uploading your city’s zoning code, you can ask the AI to explain building setbacks, permitted uses, or property requirements without having to learn specialized legal terminology.

Zoning codes dictate what can be built in your neighborhood, from the height of an apartment building to whether a local business can open a patio. Unfortunately, these rules are notoriously difficult to read. They are often scattered across different chapters of a municipal code, meaning one rule about parking requirements might be fifty pages away from a rule about residential building heights.

To get started, find the digital version of your local municipal code. Many cities use online platforms or host massive PDFs on their planning department websites. Download the chapter relevant to your issue and feed it to your AI tool.

Try this prompt:

“I am looking at this city zoning code. My property is zoned R-2. Can you explain in simple terms what the ‘setback’ requirements are for building an accessory dwelling unit (ADU) in the backyard? Please quote the specific sections of the code you are using for your answer, so I can verify them.”

Always ask the AI to cite its sources or provide section numbers. AI can sometimes misinterpret legal nuances, so you should use it as a research guide, not a definitive lawyer. Once the AI points you to Section 14.02, you can open the original document and read that specific paragraph yourself to verify the rules.

If you are working on a larger community project, like applying for public grants or understanding initiatives similar to New York’s Empire AI Beta, having the ability to decode local laws quickly is essential. It prevents community organizers from being sidelined by technical jargon. When you understand the rules of the game, you can participate fully in the planning process.

What should I tell AI when drafting a public comment?

You should tell the AI your specific stance on the issue, your personal connection to the neighborhood, and the key facts you want to include. Use the AI to outline and structure your three-minute speech, but always write the final emotional appeal in your own words.

When you speak at a city meeting, you usually only have two to three minutes at the microphone. A rambling speech will get cut off by the timer, while a well-structured comment can genuinely influence a council member’s vote. The goal is to be concise, polite, and highly direct about what you want the council to do.

However, you should never ask an AI to invent a story or generate a comment from scratch. Recently, automated systems have been misused to flood government agencies with fake, AI-generated emails in an attempt to sway environmental policies. California lawmakers even passed a bill cracking down on the use of bots for fake public comments. To protect the integrity of local government, your comment must represent your genuine, human experience.

Instead of having AI write the comment for you, use it as a structural editor. Write down your raw thoughts, the data points you found in the agenda, and why you personally care about the outcome. Then, let the AI format it into a script that fits within the time limit.

Try this prompt:

“I need to give a 2-minute public comment at my city council meeting opposing the removal of a downtown bus stop. I rely on this bus to get to the grocery store, and many seniors in my building do too. Here are my rough notes: [insert your notes]. Please organize this into a respectful, clear speech that takes exactly two minutes to read out loud at a normal pace. Start by introducing my name and neighborhood, state my position clearly, share my personal reason, and end with a direct request for the council to vote no.”

Once the AI provides a draft, read it out loud in your living room. Adjust the tone so it sounds like you, not a robot. A computer cannot replicate your lived experience in the community, but it can help you organize your thoughts so you feel confident stepping up to the podium.

Taking an active role in local government takes time, energy, and patience. But it remains one of the most direct ways to improve your community. By using basic AI tools to handle the bureaucratic reading and writing, you can ensure your voice—and the voices of your neighbors—are heard loud and clear.

#civic engagement#public comment#city council#zoning laws#community organizing

About this guide. Written by Marcus Brown, founder and editor of Future Leaders in AI. Every statistic links to its source, and the guide is checked against those sources before it publishes and again when it's updated. Our editorial standards · Report an error

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