AI Resource Guide for Progressive, Political, and Democracy Use Cases

Higher Ground Institute
/ February 24, 2026

Last Updated: May 8, 2026

A living resource guide for campaign staff, advocacy organizations, funders, and tech volunteers. Updated regularly by the Higher Ground Institute Progressive AI Lab.

One of the most common things that Higher Ground Institute is hearing right now, from campaign managers, organizers, program officers, and tech volunteers, is some version of: where do I even start? The AI landscape is moving fast, the hype is loud, and it’s genuinely hard to figure out what’s useful for political organizing work versus what’s noise.

This guide is our answer to that question. Through HGI’s Progressive AI Lab and the conversations we’ve been having across the ecosystem, we’ve been collecting resources, events, trainings, case studies, and our go-to blogs and articles. Use it to find what you need and share it with people on your team.

This is a living document. If something belongs here, reach out to institute@highergroundlabs.com and we’ll keep it updated.

New to AI? Start here.

If you’re just getting oriented, these five resources are good starting points.

Power Not Panic — Forge Organizing — Why engaging with AI is a power question, not a tech question.
Quick-Start AI Guidelines for Democratic Campaigns — Zinc Labs / HGL / CIL / DigiDems — Practical guardrails and high-value use cases. A good place to start.
Decision Guide for Considering AI Use — TechTonic Justice — A set of questions to work through when deploying AI.
Nonprofit AI Policy Builder — Fast Forward — When you’re ready to write your org’s policy, start here. Free, interactive, produces a real draft you can work through with your team.

Sections below: Trainings · Reading · Guides · Policy · Tools · Democracy · Case Studies · Consultants · Funding · Coding · Prompting · Data Centers · Blogs

**Sign up for the May 26 AI Open Mic here!** If you want to submit your work to be considered for a future AI Open Mic, please use this form.

Just launched: AI Campaign Stack – a community tool and workflow guide for civic tech, campaigns, organizations

Trainings, Workshops, and Events

AI 101 for Political Campaigns — NDTC — Free, self-paced intro course for Democratic campaign staff and candidates covering AI ethics, strategy, and case studies.
AI Open Mic Recordings — Analyst Institute / Higher Ground Institute / Research Collaborative — Recordings from the cross-ecosystem AI Open Mic series. Find presentations and recordings from previous calls here.
Takeaways from 2024 AI Open Mics — Higher Ground Labs — Presentations and learnings from the 2024 AI Open Mic series.
AI for Progressive Campaigns — NDTC — A deeper-dive companion course focused on practical applications: content creation, voter outreach, and data analysis.
Prompting Lab Series — InnovateUS — Hands-on workshop series teaching practical AI prompting skills, with exercises built around real campaign and advocacy scenarios.
Mastering Public Communication in the AI Age — InnovateUS — Workshop series on AI-assisted message development, audience targeting, and content optimization for progressive communicators.
AI Fluency for Nonprofits — Anthropic — A free AI education course for nonprofit staff, included as part of Anthropic’s Claude for Nonprofits program. Covers foundational AI fluency to help teams understand and responsibly adopt AI tools.
Stewarding AI: How to Build Responsible Principles, Workflows, and Practices — Charley Johnson — A cohort-based course built around the STEWARD framework, a seven-step process for redesigning workflows and governance practices around responsible AI adoption. [Paid course]

Essential Contextual Reading

⭐ Power Not Panic: Why Organizers Must Engage with AI — Oluwakemi Oso and Lee Anderson / Forge Organizing — The case for engagement. AI adoption is a power question, and organizers who disengage cede the field.
The Critics are Right: The Left Risks Losing the Political Battle on AI — Catherine Bracy / TechEquity — An argument that the Left is ceding political ground on AI by dismissing the technology or defaulting to governance abstractions.
AI in Political Consulting: AAPC Member Survey — AAPC / 3D Strategic Research / Normington Petts — Survey and interviews with 200 political consultants on AI adoption, tool usage, ethics, and outlook. Two-thirds use AI at least weekly, and GOP consultants report being more bullish than Democrats.
Campaigns Are Knowledge Workers and the Tools Just Caught Up — Matt Hodges — A framework for understanding how agentic AI transforms campaign operations, with clear-eyed analysis of equity gaps for under-resourced campaigns.
How AI Could Reshape Down-Ballot Campaigns — Campaigns & Elections — Where AI matters most for resource-constrained campaigns.
Political Machines: AI in the 2024 Elections — Center for Media Engagement, UT Austin — Interviews with 20+ operatives from both parties on how AI showed up in the 2024 cycle.

How-To Guides & Landscape Analyses

⭐ Quick-Start AI Guidelines for Democratic Campaigns — Zinc Labs / HGL / Cooperative Impact Lab / DigiDems — A practical guide for campaign staff. Covers guardrails, AI redlines, and high-value use cases.
AI Political Tech Landscape Report — Higher Ground Labs — An ecosystem overview that maps AI use cases, vetted vendors, and gaps for progressive campaigns.
2024 Progressive AI Lab Report — Higher Ground Labs — Year-one results with real data: 3,600+ trained, 21,000+ hours saved, $16M conserved. Includes use case breakdowns across fundraising, field, and content.
Generative AI on Campaigns (2025) — Meg Schwenzfeier & Jack Welty — Practical applications from former Harris analytics leads (fundraising, field, research) with honest assessments of limitations.
Secure AI Toolkit for Campaigns — Defending Digital Campaigns / Microsoft — Security considerations when deploying AI, with guidance on how to implement AI for your team and vendors.
NTEN: AI for Nonprofits Resource Hub — NTEN — Curated AI resources for nonprofits covering strategy, implementation, ethics, and governance.
AI Readiness and Adoption in the Nonprofit Sector (2024) — GivingTuesday — Sector-wide data on where nonprofits stand on AI adoption. Useful context for funders and org leaders benchmarking against peers.

Making Your AI Use Policy

⭐ Nonprofit AI Policy Builder — Fast Forward — A free interactive tool that walks you through a guided Q&A to generate a customized AI usage policy covering governance, privacy, risk, and ethics.
⭐ Decision Guide for Considering AI Use — TechTonic Justice — A structured set of questions to work through before committing to AI adoption. Covers legitimacy of use, vetting vendors, community involvement, accountability, and hidden harms.
How MoveOn Developed an AI Policy — Cooperative Impact Lab — Documents MoveOn’s internal AI approval process and integration across content and data workflows. One of the better examples of governed AI adoption at scale.
NTEN AI Workplace Policy Template — NTEN / ANB Advisory — A ready-to-edit AI policy template for nonprofits and campaigns.
Microsoft AI Usage Policy Template — Microsoft / TechSoup — Complementary policy template with a corporate governance lens. Use alongside the NTEN template or the Fast Forward tool.

Model and Tool Analyses

A Guide to Which AI to Use in the Agentic Era — Ethan Mollick — Which models are optimized for which types of projects.
Caucus AI — Meg Schwenzfeier & Jack Welty — A tool that monitors how multiple AI models (ChatGPT, Gemini, Grok, etc.) answer common questions about candidates, races, and elections. Tracks sources cited, factual errors, and response differences over time. Helpful for folks thinking about GEO or how voters get political information through AI.

AI + Democracy Reports and Frameworks

An Agenda to Strengthen Democracy in the Age of AI — Brennan Center for Justice — Comprehensive framework covering AI disinformation, election security, voter suppression, and deepfake regulation.
AI and Democracy: Mapping the Intersections — Carnegie Endowment — Maps where AI intersects with democratic processes: elections, governance, civic participation, and the information environment.
Promise and Peril: Generative AI’s Debut in U.S. Political Campaigns — Center for Democracy & Technology — Examines productive AI uses and risks (deepfakes, microtargeting, disinformation) with policy recommendations for responsible use.

Use Cases, Case Studies & Examples

⭐ How I Helped Zohran Mamdani Turn 45,000 Social Media Clicks into a Real-Life Army of Volunteers — Gabriella Zutrau / FWIW News — A first-person account of integrating automation into an active 2025 mayoral campaign, with specific tools, workflows, and lessons.
Using AI to Categorize 13,000 Climate Ads in Hours — Civis Analytics & Climate Advocacy Lab — Case study of how Climate Advocacy Lab used Civis + Claude Sonnet to tag 13,000+ climate ads with 88% accuracy after light tuning, unlocking real-time CPC/CPM/CTR benchmarking across partner campaigns. A concrete example of AI-assisted ad taxonomy and analysis at movement scale.
AI Case Study: Analyzing Canvassing Conversations with Fair Count in Mississippi — Cooperative Impact Lab — Documents how Fair Count used AI to analyze canvassers’ voice memos from GOTV work, surfacing voter sentiment and regional trends that predicted low-turnout counties.
Unleashing AI’s Potential in Campaigns and Organizing — Cooperative Impact Lab — Concrete examples of what worked and what didn’t across multiple orgs and cycles.

Consultants & Tech Providers

ShareProgress / AI Progress Hub — Jim Pugh — Training, coaching, and AI policy development workshops for progressive organizations.
Alongside Advisors — Peter Koechley and Rachel Marcuse — Consulting for organizations on AI usage, workflows, and cultural adoption challenges.
Defending Digital Campaigns — Defending Digital Campaigns — A nonprofit providing free cybersecurity tools to eligible campaigns. AI-powered phishing detection, DDoS protection, mobile threat tools.

Programs, Grants & Funding Opportunities

Claude for Nonprofits — Anthropic — Up to 75% off Claude’s Team and Enterprise plans for nonprofits, plus integrations with Blackbaud and Candid and a free AI education course for staff.
Tech for Campaigns AI Lab — Tech for Campaigns — Pairs progressive orgs with senior tech volunteers to run AI experiments in messaging, creative, and email fundraising.

So You Want To Start (Claude+) Coding

⭐ Claude Code + Study Hall Sign Up — Higher Ground Institute — HGI hosts a series of Claude Code + study halls for people who want to build products but haven’t tried yet. No technical experience needed.
How Should I Get Started with Claude? — Adam Conner — Getting started with Claude Code, from Adam Conner of CAP and CAP Action.
Claude Code for Everything: Finally, that Personal Assistant You’ve Always Wanted — Hannah Stulberg — An intro guide to getting started with Claude Code.
Vibe Code Your Own Chief of Staff — Ben Jackson — A how-to for building a personal chief of staff using Claude Code.
Hidden and Under-Utilized Features in Claude Code — Boris Cherny — A thread from one of Claude Code’s core builders sharing his most-used features.

Prompting! Skills! Workflows!

Decoded Futures Prompt Cookbook — Jake Porway / Tech:NYC & Decoded Futures — A library of ~365 copy-paste prompt templates organized around five common nonprofit challenges. Tiered by complexity so beginners and power users can both find something useful.
Progressive AI Skills — Higher Ground Institute — A curated, open-source collection of ready-to-use AI skills for Claude Code and Cowork, designed for campaigns, organizing, and progressive infrastructure. Submit a skill you built, or request one. Non-GitHub page here.

Let’s Talk About Data Centers

Democratic Governance of AI Is the Real Solution — Holly Buck / Jacobin — Argues the data center moratorium push is a strategic dead end that will offshore AI development and entrench digital divides instead of building real democratic governance.
Seizing the Data Center Buildout for Grid Modernization — Jane Flegal / Searchlight Institute — Argues that the U.S. data center boom is a narrow window to force grid modernization. Useful context on the AI/energy nexus and where policy leverage actually sits.
North Star Data Center Policy Toolkit — AI Now Institute — A practical menu of state and local policy interventions to stop, slow, or restrict data center development, organized by issue area (water, energy, air quality) with examples rated by strength.
Reining in Big Tech: Policy Solutions to Address the Data Center Buildout — Deanna Noel and Meghan Pazik / Public Citizen — State, local, and federal interventions to regulate data center expansion, from moratoriums to clean energy mandates to ratepayer protections.