Over the past decade, I’ve had the privilege of walking alongside hundreds of PLCs, supporting schools through both triumphs and challenges. Those experiences have taught me one thing above all: educators’ time is precious, and PLC protocols must honor that truth. What I’ve learned is simple: educators work incredibly hard, and too often their time is stretched thin.
These AI-Powered Protocols come from listening, learning, and co-designing alongside teams who wanted more time for what really matters.
Let’s be honest: most PLC meetings feel like a race against the clock. You’re supposed to look at student work, analyze patterns, plan instruction, differentiate feedback, AND decide on next steps. In 45 minutes. With snacks.
Spoiler: the snacks win.
That’s why we created the AI-Powered PLC Protocols—10 evidence-based routines where brains and bots tag-team the heavy lifting. The bots crunch, cluster, and summarize. The brains (that’s you!) build connection, personalize feedback, and design instruction that actually sticks.
We’ve been field-testing these PLC prompts for over a year in schools across the country. They’re easy cut-and-paste prompts designed to save you time, sharpen clarity, and keep equity at the center. And here’s the real secret: peer facilitation is key. When PLC Facilitators lead their teams through these protocols, the combination of AI acceleration + human wisdom is unstoppable.
🔒 We also built in privacy safeguards from the start—student work is anonymized with code names and handled with care, because protecting learner identity matters as much as analyzing it.
The result?
✨ More time for building stronger relationships.
✨ More clarity in your analysis.
✨ More creativity + innovation to meet students where they are.
✨ More asset-based feedback that fuels agency, not compliance.
One Day. Big Impact!
Our PLC Peer Facilitator workshop helps you save time, strengthen connection, and do what matters most. Ready now, virtual or live, for ILTs & PLCs.
⚡️The Big 8: AI-Powered PLC Protocols
1. Unpacking for Clarity
This protocol ensures that students don’t just get learning targets—they also engage with student-facing learning progressions and pre/post assessments anchored in success criteria. AI drafts clear, student-friendly targets from standards, while you refine and contextualize them. Learners check their own understanding at surface, deep, and transfer levels, giving teachers and students a shared roadmap for growth.
⏱️ Time saved: Up to 30 minutes per PLC.
💡 What you gain: Time to model clarity with students, co-construct success criteria, and anchor learning in visible progressions.
2. Calibration Protocol
AI generates sample student responses at varying levels of mastery, giving teams a quick anchor for calibration. Teachers debate, refine, and align expectations.
⏱️ Time saved: At least 45 minutes of creating exemplars.
💡 What you gain: Confidence that every teacher is assessing with the same lens of rigor and equity.
3. Analysis of Evidence (AOE)
Upload anonymized student work, get patterns and feedback prompts in seconds. AI generates personalized feedback for every student, plus suggested instructional groupings and draft lesson plan ideas to drive explicit instruction.
⏱️ Time saved: Hours of “grading alone at 11 p.m.”
💡 What you gain: Energy to celebrate strengths, provide asset-based feedback to each learner, and design responsive instruction that meets real needs.
4. Check-In Protocol (Action Plan in Motion)
Think of this one as your PLC’s pit stop. After AOE, you’ve got an action plan, and now it’s time to see if the wheels are still on.
AI quickly pulls causal data (anecdotal records, student engagement, formative checks, student self-assessments) and organizes it against your targeted moves. In seconds, you can see:
- Are students responding to the strategy?
- Are we seeing shifts in leading indicators (engagement, quality of work, confidence)?
- Where do we need to make a midcourse correction before the summative hits?
⏱️ Time saved: Hours of spreadsheet wrestling and scavenger hunts.
💡 What you gain: A laser focus on staying responsive, agile, and connected to student learning in real time.
5. Student Voice Snapshot
This protocol is all about learner identity. By gaining insight into student perceptions of themselves as learners, PLCs can see how learners view their progress, their needs, and their sense of belonging. AI clusters student surveys, self-assessments, or reflections so you see themes fast—turning raw perception data into usable insights.
⏱️ Time saved: Sorting through sticky notes forever.
💡 What you gain: The ability to validate student voices, involve families, and center identity as a driver of learning.
6. Feedback Fast-Track
AI creates asset-based comments tied to success criteria. Teachers personalize.
⏱️ Time saved: 50% of feedback time.
💡 What you gain: The joy of giving feedback that motivates, not demoralizes.
7. Innovation Spark
Feed in evidence + goals, AI suggests creative strategies, projects, or extensions anchored in explicit success criteria.
⏱️ Time saved: 1–2 hours of idea-hunting.
💡 What you gain: Room to try bold, student-driven approaches.
8. Instructional Rounds Accelerator
AI assists with instructional rounds by analyzing low-inference observation notes at light speed. It clusters trends, surfaces bright spots, and highlights areas for growth across classrooms. Beyond analysis, AI helps teams prioritize next actions so that instructional improvement is targeted and manageable.
⏱️ Time saved: Hours of manually coding and sorting notes.
💡 What you gain: Clarity on where to focus, faster cycles of improvement, and more time for collaborative problem-solving.
🕒 Bottom Line
The bots don’t replace the brilliance in the room. They just give you back your time—the most precious resource in teaching. More time to connect with kids. More time to celebrate with families. More time to imagine new possibilities together.
Because let’s be real: no one became a teacher to wrestle with spreadsheets at midnight.
Want to see how the protocols work in action? Bring them to your PLC. We promise you’ll leave with time to spare—and maybe even get to finish your snacks.
Workshops & Coaching Available Now
- Virtual or live, tailored for ILTs and PLCs.
- Partner up with ILTs from multiple schools to save your precious budget.
- Contact Sarah Stevens to schedule and start saving time while deepening connection.