Insights & resources
Community engagement blog
Insights, frameworks, and practical guidance on community engagement, stakeholder participation, and AI-assisted engagement practice.
All Articles
The Risks of Generic AI in Community Engagement
Generic AI can quietly undermine engagement outcomes. Here’s what to watch for and how to avoid it.
AI vs Human Judgment in Engagement: Where the Line Should Be
Where AI should support and where it should never replace human judgment in community engagement.
How to Use AI in Community Engagement Planning
A practical guide to using AI across your engagement planning workflow without losing control or clarity.
AI Tools for Community Engagement: What to Look For
Not all AI tools are built for engagement. Here’s how to evaluate what actually matters.
Not Every Project Is an Engagement Project
Not every project has real decision space for public influence. Learn when engagement, consultation, communication, or notification is the right fit.
The Thread You Can't Reconstruct: Track Input to Decisions
If input-to-decision links are not tracked in real time, feedback loops degrade into broad summaries that erode trust.
One Instrument, One Audience
One-size engagement instruments exclude critical voices. Design questions and formats by stakeholder group to improve data quality.
Before You Write a Question, Answer This One
Define engagement objectives before writing questions so your process gathers decision-relevant input from the right communities.
The Smallest Undisclosed Constraint
Why scope and constraints must be established before engagement begins to avoid trust damage from late disclosure.
Stakeholder Mapping: Who Needs to Be in the Room?
Stakeholder mapping converts broad audience assumptions into practical engagement commitments, especially for high-stake groups with low institutional power.
Before You Design Anything: What Is Actually on the Table?
Map the real decision space first: what is open, who decides, and when community input can still influence the outcome.
The Community Engagement Process: A 10-Step Order of Operations
A practical 10-step community engagement process that shows the order of operations behind credible, decision-relevant participation.