Could you answer your members today?
Sixteen questions about what AI is running in your organization, who reviews it, and what you can tell your members, your board and your chapters. You get a readiness score, a breakdown by area, and the three things worth doing first.
Written for professional and trade associations. If you are a non-profit without a membership base, most of it still applies — read “members” as the people your organization answers to.
The gap this scorecard measures
Labelling expectation from Fractl’s Q2 2026 survey of 1,008 US consumers; disclosure practice from ISACA’s 2026 AI Pulse Poll of more than 3,400 professionals. Figures are approximate, and question wording varies between sources, so treat them as direction rather than precise measurement. No good survey yet asks association members directly how their organization’s AI use affects their view of it — a gap we are testing with our first cohort.
What this is. A self-assessment you complete yourself. It is a starting point for a conversation, not an assessment against the Cimbiotic framework, and it is not a certification. It gives you a structured way to see where the gaps are, and nothing more.
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Where you stand, by area
Most organizations score unevenly. The pattern matters more than the total — a low score in one area is a specific, fixable thing.
Start here
The three lowest-scoring answers, in the order we would take them. Each is a discrete piece of work, not a programme.
Email me these results
We will send your score, the breakdown by area, and the three priority actions — so you can forward them to your board or your team without writing anything up yourself. Your score is already shown above; this is optional.
We use your details to send these results and, occasionally, research on AI governance in associations. No one else gets your data, and you can unsubscribe in one click.
The Cimbiotic AI Assessment
A fixed-price, three-week assessment against our published framework. Where this scorecard relies on what you already know, the assessment goes and looks — including at the AI features switched on inside your AMS, LMS and certification platform without anyone deciding to enable them.
- A full inventory of AI and agent use, including tools staff adopted on their own
- A map of which member and member-company data is exposed to which system
- A human-review check on the places where AI touches people directly
- A published Trust Disclosure statement your members and board can read
- A board-ready summary, and a clear view of whether continuous monitoring is warranted
Please read. This score reflects your own answers and has not been verified by Cimbiotic. It is a self-assessment, not an assessment against the Cimbiotic framework, and it is not a certification. Cimbiotic offers assurance, not a guarantee — nothing here warrants that your AI use is safe, or that it complies with any law or regulation.