In my work with associations, I’ve seen AI go two ways. Organizations that dive in without a framework end up with inconsistent output, staff uncertainty, and boards asking uncomfortable questions. Organizations that approach it intentionally — with a clear sense of where AI fits and where people must lead — find that AI genuinely expands what their team can accomplish.
Here’s the framework I share with association leaders: the 70/30 rule.
Let AI handle approximately 70 percent of repetitive, administrative, and preparatory work. Keep people responsible for the 30 percent that requires judgment, empathy, relationship-building, ethical decision-making, and strategic thinking.
AI can always produce a first draft. This post, in fact, was started with AI assistance. It helped me organize my thinking and structure the content. But once AI does its part, people decide what is true, appropriate, strategic, and human.
AI should never replace human judgment. It should create more room for it.
Here are two scenarios associations face regularly:
What do you do with 100 open-ended survey responses from your Annual Conference?
Looking to build a social media plan for National Volunteer Week?
Here’s where associations are finding real, immediate value from AI without replacing the relationships that make membership meaningful.
Draft newsletters, social posts, event descriptions, press releases, email subject lines, and content calendars. AI gets you to a strong first draft fast. Your team refines the voice and verifies the details.
Summarize survey results, identify themes in member feedback, compare event evaluations, and prepare discussion prompts for leadership. AI surfaces patterns; your team draws conclusions.
Draft agendas, summarize background materials, create board orientation outlines, and prepare decision memos. AI handles the prep work; your executive team shapes the strategy.
Segment communications, draft renewal messages, identify engagement trends, and personalize outreach. AI helps you reach more members with more relevance without adding headcount.
Build sponsorship proposals, respond to RFPs, develop grant language, and draft partnership summaries. AI gives you a strong starting point for every ask.
Turn meeting notes into action items, create checklists, summarize long documents, and build first drafts of policies or procedures. Free up your team’s time for the work that actually requires them.
The associations that benefit most from AI won’t be the ones chasing every new tool. They’ll be the ones that define how AI fits into their mission, operations, member value, and culture, and hold that line consistently.
AI can help associations move faster. Leadership determines whether they’re moving in the right direction.
Start with the 70/30 framework. Identify the work AI can take off your team’s plate. Then protect the 30 percent that only your people can do the judgment, the relationships, and the values that make your association worth belonging to.
Thompson specializes in helping boards and leadership teams clarify roles, strengthen governance systems, and align strategic priorities with operational execution. His work emphasizes mission alignment, effective volunteer leadership, and governance practices that support innovation and strategic clarity.