

M2 was mirroring the exact questions that a master teacher was asking naturally. That’s when I realized: ‘this thing is for real’
Leanne NeSmith | Coastal Plains RESA, GA
USE CASE
Sustaining teacher growth, leveraging AI for instructional coaching
Leanne NeSmith
Instructional Technology Specialist
Organization
Coastal Plains RESA, GA
Grade Level
Multiple
Validation from a veteran coach
Leanne NeSmith, an Instructional Technology Specialist at GA Coastal Plains RESA, has witnessed the incredible evolution of educational technology for 36 years—from implementing gradebook programs loaded onto 5 ¼ inch floppy disks all the way to powering modern classrooms with AI-infused technologies, she’s seen it all.
She supports teachers across 12 school districts in rural Georgia and is always looking for ways to leverage her tech stack to help teachers reach their maximum potential. But like so many instructional coaches around the country, Leanne is also witnessing something troubling.
“Teachers feel incredibly stressed. They feel unprepared for what they’re facing in education today,” Leanne explains. “They’re so overwhelmed by all the non-teaching responsibilities they have, they fail to become the great teachers I know they can be and struggle to keep students engaged.”
The statistics tell a sobering story. Across Georgia, teachers are leaving at alarming rates, particularly in at-risk schools like the ones in the Coastal Plains region. Many educators are entering through alternative certification routes without proper preparation.
Many of these districts don’t employ enough instructional coaches. And those employed are responsible for supporting 60 to 80 teachers while juggling supplemental campus-based responsibilities like bus duty, parent pickup, and administrative meetings.
“Sometimes, I find that the critical piece that is left out of an instructional coach’s job is simply to be the instructional coach,” Leanne reflects.
When support is stretched too thin, newer teaching populations often fall through the cracks first. Many new teachers are afraid to ask for help, worried that admitting their shortcomings could put targets on their backs. So they close their classroom doors and face their challenges alone.
Validation from a master teacher
Enter Kathryn Bailey, a high school English teacher Leanne supports in Lanier County Schools. She’s a master teacher who previously served as an academic coach and knows her curriculum inside and out. But even master teachers like Kathryn exist in this education landscape with daily uncertainties. She wonders: Am I reaching every student? Could I be asking better questions? Am I managing my classroom as effectively as I could be?
When Leanne brought M2 into Kathryn’s classroom, the stakes were clear—any tool claiming to provide teaching feedback and boast student engagement needed to prove its worth immediately. If it couldn’t support someone like Kathryn, it had no business aiding a new teacher.
Neither Leanne nor Kathryn knew exactly what to expect. Would this AI co-teacher understand the nuanced discussions about literary themes? Could it follow the complex dynamics of a veteran teacher managing both honors classes and difficult behavioral situations?
From the first lesson, M2 proved it belonged. As Kathryn guided her students through a comparative analysis of Animal Farm and Frankenstein, M2 quietly observed, analyzing not just her delivery of content, but her questioning techniques, student engagement strategies, and classroom management approaches.
“M2 was 100% correctly following her lesson and understanding what was going on,” Leanne recalls. “I was in the back monitoring the feedback as it rolled in live on M2 and it was spot on.”
The validation was immediate and powerful. M2 would suggest advice like, “That’s a great idea, now ask students a question about____.” And in the front of the room, without even looking at M2, Kathryn would ask that exact question.
“It just gave me chills to see that here’s this AI device mirroring the exact questions that a master teacher is naturally asking,” Leanne explains. “That’s when I realized: this thing is for real.”
Validation for engagement, not evaluation
Beyond delivering stellar feedback, Leanne also wanted to ensure that new teachers felt like they had a partner in class to keep energy high when they’re feeling like the content might fall flat. While working within the Animal Farm and Frankenstein unit, Kathryn discovered another unexpected use for M2 that made engagement soar. After students completed their essays, she simply asked M2 to respond out loud to the same prompt.
“She told students that if they included some of M2’s key points in their own response, they would receive a top score,” Leanne observed. “The students were immediately excited to hear an exemplar to gauge their own responses by.” By modeling out loud, M2 gave them a platform to self-assess their thinking and provided them with a big confidence boost on the spot.
And the best part? M2 integrated itself naturally within the classroom ecosystem. “By the end of the day, she was interacting with M2 and having students ask questions as well,” Leanne recalls.
Students were curious by it, but not distracted. The technology, enhanced-rather than interrupted-the flow of class. It’s exactly the kind of technology that Leanne hunts to share with teachers.
Validating teachers’ struggles and breaking the cycle of isolation
For too long, teachers have faced a painful paradox: they need support to improve, but they’re afraid to ask for it. They close their classroom doors each day and struggle alone, worried that admitting challenges might threaten their job security.
M2 breaks this cycle by providing private, non-judgmental feedback that pin-points every ounce of good teaching while offering specific, actionable suggestions for improvement. It’s the trusted colleague every teacher wishes they had—always present, always supportive, never evaluative.
“This is the real deal,” Leanne reflects. “It’s asking and following very high-level content and able to understand many different components of a classroom, giving what an administrator and career teacher would say is very good advice.”
Wherever you are, M2 is ready
For the countless new teachers entering classrooms, feeling unprepared and overwhelmed, M2 offers the immediate support they need. For veteran teachers like Kathryn, it provides validation and refinement opportunities that can elevate already strong practice.
For Leanne and coaches like her across the country, M2 represents the solution to an impossible equation: how to support every teacher when resources are stretched beyond limits.

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