Insights & resources

Community engagement blog

Insights, frameworks, and practical guidance on community engagement, stakeholder participation, and AI-assisted engagement practice.

All Articles

AI in community engagement — what actually matters, from governance to judgement
AI in Practice

AI in Community Engagement: What Actually Matters (And What Doesn’t)

A practical overview of what actually matters in AI for community engagement, from governance and judgement to workflow design and defensibility.

By CE Canvas Team
What responsible AI looks like in community engagement practice
AI in Practice

What Responsible AI Looks Like in Community Engagement Practice

What responsible AI really means in community engagement and how to apply it without compromising trust or practitioner control.

By CE Canvas Team
Why EVA was built differently — AI grounded in engagement practice, not content generation
AI in Practice

Why We Built EVA Differently: AI Grounded in Engagement Practice

The thinking behind EVA and why AI in engagement needs to be built around practice, not content generation.

By CE Canvas Team
The risks of using generic AI tools in community engagement work
AI in Practice

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.

By CE Canvas Team
AI vs human judgment in engagement — where the line should be
AI in Practice

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.

By CE Canvas Team
A practical guide to using AI in community engagement planning
AI in Practice

How to Use AI in Community Engagement Planning

A practical guide to using AI across your engagement planning workflow without losing control or clarity.

By CE Canvas Team
Evaluating AI tools for community engagement — what to look for
AI in Practice

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.

By CE Canvas Team
Deciding whether a project needs engagement, consultation, communication or notification
Trust, Quality & Decisions

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.

By CE Canvas Team
Tracking community input to decisions — the thread you can't reconstruct later
Trust, Quality & Decisions

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.

By CE Canvas Team
Designing surveys and engagement instruments tailored to different stakeholder audiences
Planning & Design

One Instrument, One Audience

One-size engagement instruments exclude critical voices. Design questions and formats by stakeholder group to improve data quality.

By CE Canvas Team
Defining community engagement objectives before writing survey questions
Planning & Design

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.

By CE Canvas Team
The smallest undisclosed constraint — how hidden limits undermine engagement trust
Trust, Quality & Decisions

The Smallest Undisclosed Constraint

Why scope and constraints must be established before engagement begins to avoid trust damage from late disclosure.

By CE Canvas Team