By Baylee Lindell Schneier 

Two weeks ago, my colleague Audry Pallas wrote about the importance of including student voices in AI policy development (AI in Schools: Student Voices Matter). As she pointed out, when students are part of the process, AI policies become more effective and prepare them for a future where AI is an integral part of their lives. 

But students aren’t the only ones who need a voice in AI policy, teachers do, too. Educators are overwhelmingly supportive of AI integration, seeing its potential to enhance learning, streamline administrative tasks, and make classrooms more engaging. However, for AI policies to succeed, they must not only be well-designed but also practical for teachers to implement, enforce, and integrate into their teaching practices. 

Turning Policy into Practice 

A well-crafted AI policy means little if it isn’t accessible and actionable for teachers. Schools should prioritize professional development that moves beyond AI’s technical functions to focus on practical classroom application. Teachers need clear examples of how AI tools align with curriculum goals, as well as strategies for modeling responsible AI use. This training should include: 

• Clarifying Expectations: Teachers should have a solid understanding of what AI use is encouraged, what is restricted, and why. Ambiguity leads to inconsistent enforcement and confusion among students. 

• Providing Implementation Strategies: Beyond what is allowed, teachers need ideas on how to integrate AI meaningfully. Whether it’s using AI for personalized learning, formative assessments, or scaffolding complex concepts. 

• Addressing Common Challenges: What do teachers do if students use AI beyond what’s permitted? How can AI use be structured to maintain academic integrity? Answering these questions proactively helps educators navigate gray areas with confidence. 

Enforcing AI Policies Without Over Policing 

Just as we teach students responsible internet use, enforcing AI policies should focus on education rather than punishment. Instead of taking a strictly rule-based approach, schools should foster conversations about why AI policies exist. This means: 

• Encouraging teachers to explain policy rationales so students see guidelines as tools for fair and effective learning rather than arbitrary restrictions. 

• Building in flexibility for different subjects and grade levels, recognizing that AI’s role in an elementary writing class may differ from a high school coding course. 

• Developing reporting and accountability structures that encourage open dialogue rather than punitive responses. If a student misuses AI, teachers should have a clear process for addressing the issue constructively. 

Teaching AI Literacy Alongside Enforcement 

Students aren’t the only ones learning how to navigate AI; teachers, too, are figuring out best practices in real-time. Effective AI policy rollout means giving teachers the resources they need to teach AI literacy without adding undue burden to their workload. This includes: 

• Providing ready-to-use lesson plans on AI ethics, biases, and appropriate use to integrate AI education seamlessly into various subjects. 

• Encouraging teachers to use AI transparently in their own work, modeling responsible use in lesson planning, feedback generation, and administrative tasks. 

• Creating student-led initiatives, such as peer AI literacy workshops, where students take an active role in understanding and advocating for ethical AI use. 

Keeping Teacher Voice in the Conversation 

Just as Audry emphasized the importance of including student voices in AI policy development, teachers’ voices must remain central throughout implementation. Teachers are on the front lines of AI integration, and their insights can shape policies that are realistic and effective. Schools should: 

• Establish teacher AI advisory committees to provide ongoing feedback. 

• Conduct regular check-ins and surveys to assess what’s working and where adjustments are needed. 

• Offer collaborative spaces where teachers can share best practices, AI tool recommendations, and lesson ideas. 

A Collaborative Approach to AI Integration 

Rolling out AI policies shouldn’t feel like another top-down mandate for teachers to enforce, it should be a collaborative effort that empowers educators to harness AI’s potential while ensuring responsible use. By prioritizing professional development, transparent enforcement, AI literacy, and continuous teacher involvement, schools can ensure that AI policies don’t just exist on paper but actively enhance the teaching and learning experience. 

By keeping both students and teachers at the heart of AI policy development, schools can create guidelines that are both practical and forward-thinking, setting everyone up for success in an AI-enhanced world.