Editor’s Note: This article is based on a live session delivered by Craig Harris, CE21 Research and Development Engineer, at the 2026 ACLEA Mid-Year Meeting. The text below has been adapted from his presentation to provide a written summary of the key insights and actionable takeaways for our readers.
At the recent AI Advancements for CLE Organizations conference, CE21 Research and Development Engineer Craig Harris delivered a session focused on a practical question: How can AI meaningfully strengthen CLE organizations?
Rather than chasing trends, the session explored how automation can amplify expertise, streamline operations, and create more value for members—without sacrificing the professional authority that makes CLE providers indispensable.
Below are the key themes from the presentation.
AI That Elevates Expertise
In professional education, authority matters. Your members rely on you for trusted insight, not generic summaries.
The most significant risk for any education provider is the temptation to let AI replace the subject matter expert. Harris warns that while tools like ChatGPT can generate decent marketing copy or course outlines, members are becoming highly skilled at sniffing out generic, AI-generated content.
- The Content Trap: It is now possible to generate an entire voiced, 7-minute course from a single Wikipedia article for free. If you do this, you aren’t an educator; you’re a curator of a Google search.
- The Quiz Craft: Using AI to build your evaluations might save hours, but it often results in “dead fish” quizzes—tests so simple a person who didn’t even blink during the session could pass.
- Brand Erosion: Once a member gets a “whiff” that your content isn’t coming from a 30-year professional, they begin to wonder if they need to spend their time or money with you at all.
The guiding principle: AI supports the expert. The expert remains the source of value.
High-Value AI: Solving Real Pain Points
So, where should you use AI? Harris highlighted three areas where the technology provides a massive benefit without compromising your authority.
1. Data-Driven Decision Making
Most associations are “data rich but insight poor.” You have thousands of data points on member behavior, but no time to analyze them.
- Talk to Your Data: Modern tools allow you to upload an Excel export and simply ask, “What are the top three trends in this list?”
- Actionable Insights: Within seconds, you can identify that your highest-spending members have 24+ years of experience, allowing you to tailor your marketing directly to that cohort.
2. Deep Membership Engagement
AI can make your existing content library work harder for you.
- Searchable Video Libraries: Instead of members hunting through categories, they can ask a specific question (e.g., “What are the current dog bite laws?”). The AI finds the exact second in your video archive where that question was answered and takes them there.
- Member Matchmaking: By analyzing the questions members ask and the courses they take, your platform can suggest peers with similar interests, turning a static portal into a networking powerhouse.
3. Creating “Power Users,” Not Dependent Users
A common mistake in software is the “do it for me” chatbot. If a bot does a task for a new employee, that employee never learns the system.
- Guided Growth: Harris demonstrated a new approach where the AI acts as a mentor. Instead of just “fixing” a broken product link, the AI guides the staff member through the steps, teaching them how the system works so they become more efficient and capable over time.
The CE21 Perspective
The ultimate goal of adopting these tools isn’t just to be “modern.” It is to eliminate the administrative friction that keeps you from your mission. Whether it’s through a unified database that prevents data silos or in-house support that understands your specific workflow, the technology should give you the freedom to focus on being the expert your members expect.
Watch the full presentation from CE21 Research and Development Engineer Craig Harris: “AI Advancements in CLE Organizations: Unveiling Current Innovations and Future Possibilities.” Originally delivered at the 2026 ACLEA Mid-Year Meeting, this session provides CLE professionals with a clear roadmap for emerging industry trends and leadership development. The presentation delivers practical applications of AI designed to enhance the operational strategies of modern CLE organizations. https://www.aclea.org/
