How Principals Use Observation Copilot for Faster Post-Walkthrough Feedback

Observation Copilot changes one specific part of a principal’s post-walkthrough feedback routine: turning raw notes into written, framework-aligned feedback. The walkthrough itself doesn’t change. What changes is the block of time principals used to spend writing up what they saw, which the platform compresses into a first draft they review, edit, and send, often the same day.

What actually changes in a principal’s workflow after a walkthrough?

Before Observation Copilot, a principal’s post-walkthrough routine had two steps: observe, then write. The observation itself is quick. Instructional leadership researcher Dr. Justin Baeder, author of Now We’re Talking! 21 Days to High-Performance Instructional Leadership, recommends principals complete three classroom visits per day, roughly 500 across a school year, to build strong professional relationships with teachers and gather useful instructional data. Very few principals hit that pace, and the reason usually isn’t the visits themselves.

Observation Copilot’s workflow adds a step in between observing and delivering feedback, rather than replacing either one. A principal takes notes during the walkthrough in Observation Copilot, or using whatever method already works for them, pen and paper or a laptop. Those notes are analyzed alongside the school or district’s instructional framework. The platform organizes the notes into a structured draft, aligned to the framework’s domains or indicators, with strengths, areas for growth, and suggested next steps pulled from the evidence the principal recorded. The principal then reviews that draft, adjusts the language to match their own voice, and shares it with the teacher.

The walkthrough hasn’t gotten shorter or less rigorous. The gap between finishing the visit and having something useful to hand a teacher has.

Why has the write-up step been the bottleneck?

Research on classroom walkthroughs consistently points to the same gap. Jane L. David, director of the Bay Area Research Group, synthesized walkthrough research for ASCD and found that observers often reported learning more from walkthroughs than the teachers being observed did, largely because teachers rarely received meaningful individual feedback afterward. RAND Corporation research across three urban districts found a similar pattern: administrators found walkthroughs more useful than teachers did, because the feedback loop rarely closed for teachers.

That gap has a mechanical cause. Turning a page of walkthrough notes into evidence-based, framework-aligned feedback is skilled professional work: pulling up the framework, locating the right domain or indicator, writing evidence statements that match what was observed, and drafting a specific next step. The National Council on Teacher Quality found that most teachers receive two to three formal observations per evaluation cycle, and most districts require written feedback for each one. At one to three hours per write-up, a principal with a full building roster is looking at dozens of hours before the year is even half over, which is why walkthrough frequency tends to drop off after the first few weeks of school (more on that math in Why Most Teacher Observation Feedback Doesn’t Change Teaching and The Classroom Walkthrough Problem).

How does Observation Copilot turn notes into framework-aligned feedback?

Once a principal’s notes are entered, Observation Copilot works from whatever framework the school or district already uses. That includes the Danielson Framework for Teaching, which EdTech Digest reports has been adopted, approved, or adapted in 31 states, the most widely used framework of its kind in the country, along with other popular instructional frameworks. If a district uses its own custom rubric instead, principals can upload it and get feedback aligned to that framework specifically.

With one click, the platform maps the notes to the relevant framework domains, drafts evidence statements grounded in what the principal actually wrote down, and suggests next steps for the teacher. Principals can also upload a lesson plan to compare what was planned against what happened, or attach an audio recording of the lesson for a fuller transcript of classroom evidence. Across multiple visits to the same teacher, the platform brings those observations together into one picture of how that teacher’s practice is developing over the year, rather than treating each walkthrough as a standalone event.

None of this removes the principal from the process. The draft is a starting point built from the principal’s own evidence, not a finished product. Principals edit the language, add context the notes didn’t fully capture, and decide what actually goes to the teacher before it’s shared.

How much faster does feedback reach the teacher?

Adam Oakley, principal of Spokane Garry Middle School in Spokane Public Schools, described the shift this way: “A typical observation takes me two to three hours to complete the write-up. But using Observation Copilot, I’m down to about 20 to 30 minutes.” Teresa A. Pena-Rodriguez, an assistant principal in San Antonio, Texas, described a similar change in delivery timing: “Observation Copilot has allowed me an opportunity to provide feedback to the teachers within the same day versus 24 to 48 hours.”

That speed matters beyond the time savings alone. Edutopia recommends principals deliver observation feedback within 48 to 72 hours, advice most principals want to follow but can’t when the write-up itself eats the afternoon. Feedback that arrives weeks after a lesson reads to a teacher like a postmortem: accurate, maybe, but disconnected from a lesson they can barely recall. Feedback that arrives the same day or the next lands while the lesson is still fresh enough for a teacher to act on it before the next one.

Is the observation data kept private?

Observation Copilot runs on secure, single-sign-on with a principal’s district credentials. Notes are encrypted and accessible only to the principal, and they aren’t used to train third-party AI models. Principals can delete their notes or their account whenever they choose. That combination lets a principal write candidly during a walkthrough.

Building a walkthrough routine that survives the whole year

The classroom walkthrough problem was never about getting principals into classrooms. It was about what happened after they left: an hours-long write-up standing between a quick visit and feedback a teacher could actually use. Shrinking that step is what makes a heavier walkthrough schedule realistic across an entire school year, not just during the first few weeks when energy is highest.

Observation Copilot is free for individual principals to use. Ready to see what changes in your own post-walkthrough routine? Try Observation Copilot or read more about turning walkthrough notes into finished feedback.

Frequently Asked Questions

What is Observation Copilot?

Observation Copilot is a free tool from Edthena that turns a principal’s classroom walkthrough or formal observation notes into a structured, framework-aligned feedback draft. Principals enter their notes, select their instructional framework, and get a draft with evidence statements and suggested next steps to review and share.

How does Observation Copilot align feedback to Danielson, Marzano, or a district’s own framework?

Observation Copilot supports widely used frameworks, including the Danielson Framework for Teaching, and it lets districts upload their own custom rubric, too. The platform maps the principal’s notes to the framework’s domains or indicators automatically, so the feedback reflects whichever framework the school already uses for observations.

How much time does Observation Copilot save principals after a classroom walkthrough?

Principals who previously spent two to three hours writing up a single observation have reported cutting that to about 20 to 30 minutes with Observation Copilot, based on the drafting step rather than the observation itself. Delivery time to the teacher has also shortened, with some principals moving from a 24-to-48-hour turnaround to same-day feedback.

Is Observation Copilot free to use?

Yes. Individual principals can use Observation Copilot at no cost at ObservationCopilot.com. Districts that want an aggregated, real-time view of observation trends across multiple schools can add a district-level partnership on top of the free individual tool.

Does Observation Copilot keep observation notes private and secure?

Yes. Observation Copilot uses secure single sign-on with district credentials, encrypts observation notes, and limits access to the principal and authorized district staff. Notes are never used to train third-party AI models, and principals can delete their notes or account at any time.

Can principals still edit the feedback Observation Copilot drafts?

Yes. Every draft is built from the principal’s own walkthrough notes, and principals review it, adjust the wording to match their voice, and add anything the notes didn’t fully capture before sharing it with the teacher. The final feedback reflects the principal’s judgment about that teacher and that lesson.