--- title: Insights | Cimbiotic description: Research and practical guidance on AI governance for professional and trade associations. image: https://www.cimbiotic.ai/hubfs/cimbiotic-og.png --- [Skip to content](https://www.cimbiotic.ai/insights/author/rick-bawcum/page/2#main) [Cimbiotic](https://www.cimbiotic.ai/) Menu [Home](https://www.cimbiotic.ai/)[AI Red Teaming](https://www.cimbiotic.ai/ai-red-teaming)[CimAssure](https://www.cimbiotic.ai/cimassure)[Pricing](https://www.cimbiotic.ai/pricing)[About](https://www.cimbiotic.ai/about)[Insights](https://www.cimbiotic.ai/insights) [Free Scorecard](https://www.cimbiotic.ai/scorecard) --- Insights # Notes on AI governance for associations Research, practical guidance and the occasional argument — written for people running membership organizations, not for AI specialists. Search Insights Search Oct 4, 2026, 4:52:17 PM · Rick Bawcum ## [AI governance for associations: what boards should ask](https://www.cimbiotic.ai/insights/ai-governance-for-associations-what-boards-should-ask) The short answer: a board does not need to understand how the technology works. It needs to know what AI the organization uses, who answers for it, what could go wrong for members, and how the Board would find out. ... [Read it →](https://www.cimbiotic.ai/insights/ai-governance-for-associations-what-boards-should-ask) Oct 4, 2026, 4:51:05 PM · Rick Bawcum ## [How to find the AI already running in your association](https://www.cimbiotic.ai/insights/how-to-find-the-ai-already-running-in-your-association) The short answer: you find it by asking four groups of people the same plain question, and by writing the answers down in one place. The groups are your software vendors, your staff, your volunteers and committees, and ... [Read it →](https://www.cimbiotic.ai/insights/how-to-find-the-ai-already-running-in-your-association) Oct 4, 2026, 4:50:10 PM · Rick Bawcum ## [How do we test whether our member-facing chatbot is giving accurate answers?](https://www.cimbiotic.ai/insights/how-do-we-test-whether-our-member-facing-chatbot-is-giving-accurate-answers) The short answer: test it the way a member would meet it. Ask it the questions members actually ask, from outside your own systems, write down the exact answers, have someone who knows the subject grade them, and repeat ... [Read it →](https://www.cimbiotic.ai/insights/how-do-we-test-whether-our-member-facing-chatbot-is-giving-accurate-answers) Oct 4, 2026, 2:39:48 PM · Rick Bawcum ## [What should we tell members who ask how our association uses AI?](https://www.cimbiotic.ai/insights/what-should-we-tell-members-who-ask-how-our-association-uses-ai) The short answer: tell them what AI is used for, what it is not used for, who is accountable for it, and how to ask a question. Say only what you have checked. Members are not asking you to avoid AI; they are asking you ... [Read it →](https://www.cimbiotic.ai/insights/what-should-we-tell-members-who-ask-how-our-association-uses-ai) Sep 16, 2026, 4:17:33 PM · Rick Bawcum ## [AI is already inside your certification program. The question is where.](https://www.cimbiotic.ai/insights/ai-is-already-inside-your-certification-program-the-question-is-where) Most writing about AI risk in associations is about communications. A newsletter goes out with an error in it. A chatbot says something wrong. Embarrassing, fixable, forgotten in a quarter. [Read it →](https://www.cimbiotic.ai/insights/ai-is-already-inside-your-certification-program-the-question-is-where) Sep 16, 2026, 4:16:23 PM · Rick Bawcum ## [Almost everyone expects AI disclosure. Almost nobody enforces it.](https://www.cimbiotic.ai/insights/almost-everyone-expects-ai-disclosure-almost-nobody-enforces-it) Sooner or later a member emails and asks how you use AI. Not as a complaint — just as a question. Which tools, what happens to their data, whether a person reads the thing before it reaches them. [Read it →](https://www.cimbiotic.ai/insights/almost-everyone-expects-ai-disclosure-almost-nobody-enforces-it) Sep 16, 2026, 4:14:23 PM · Rick Bawcum ## [You did not choose most of the AI in your association. Your vendors did.](https://www.cimbiotic.ai/insights/you-did-not-choose-most-of-the-ai-in-your-association-your-vendors-did) Ask an association executive which AI tools their organization uses and you will usually get a short, confident list. Ask which AI features are running inside the software they already pay for, and the answer changes ... [Read it →](https://www.cimbiotic.ai/insights/you-did-not-choose-most-of-the-ai-in-your-association-your-vendors-did) [← Newer](https://www.cimbiotic.ai/insights/author/rick-bawcum/page/1) Page 2 of 2 ## Where does your organization actually stand? Seventeen questions, about five minutes, no sign-up to see your result. [Take the free Scorecard](https://www.cimbiotic.ai/scorecard) [Book a 30-minute call](https://calendly.com/rbawcum) Cimbiotic Independent AI assurance for professional and trade associations, and the wider non-profit sector. 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