If you're a principal in 2026, you've been pitched fifteen AI products this semester alone. Some are good. Most are noise. The trap most leaders fall into isn't doing nothing — it's doing too many small things, none well.
Here are the five moves we'd make if we were running your building this semester, in order. Read straight through, or skip to the one you want to start with.
1. Translated family communications
This is the highest-leverage move and the easiest to ship. If 10% of your families read a language other than English, you have a 10% information equity problem that AI can solve this week — not as an aspiration, but actually.
What it looks like
Principal writes the family newsletter in English. The system translates into your district's supported languages with the principal's voice preserved. Families read the same content the same day. Emergency notifications follow the same flow with a 90-second SLA.
Watch out for
Cultural review. AI translation is technically excellent and culturally average. Have a bilingual staff member spot-check each language monthly for the first quarter — you'll catch the few cases where the words are right but the tone is off.
2. Lesson-plan differentiation
Lesson planning isn't going to be done by AI in your building. But differentiation — taking one lesson and producing tiered versions for the three reading levels in the room — should be. That's an hour a teacher gets back per week.
How to roll it out
Pick three teachers who already differentiate well and want to be faster. Give them the tool, ask them to teach it to a colleague every other week. By the end of the semester, you'll have organic adoption among the half of your staff who want it. The other half can adopt next year.
3. IEP and 504 drafting support
The 12-hour IEP is the most frequent burnout vector in your special-ed department. AI can take it to 4 hours without sacrificing the parts that matter — present levels, goals, accommodations — by handling the parts that don't (boilerplate, formatting, compliance language).
This requires careful rollout. Special-education teachers, more than any group, can tell when a draft is wrong. Build trust by letting them edit aggressively in the first month and feeding those edits back to the system.
4. Parent-conference prep
Twice a year, your teachers spend a weekend assembling 28 personalized prep folders. The data lives in your SIS. The folders look the same every year. This is the most automatable thing in your school.
Ship this and your November teacher-satisfaction numbers move.
5. Your own monthly community letter
You write the monthly letter to families. You hate writing the monthly letter to families. The letter is also where parents form their opinion of your leadership.
The tool you want isn't "AI writes the letter." It's "I dictate 4 minutes of voice notes and AI produces a draft I edit for 20 minutes." Your voice, your judgment, less of your Saturday morning.
The right AI rollout in a school looks boring from the outside. Same newsletter, on time, translated. Same IEPs, fewer hours. Same conference prep, no weekend. Boring is the goal.
What to skip this semester
Tutoring tools that promise to "personalize learning." The market is too immature, and the equity questions aren't resolved. Wait a year and let other districts run the experiment.
"AI for everything" platforms. Anything that promises to do all of the above plus three more things will do all of them at 60% quality. Buy one good tool per workflow.
Generative content for students. The pedagogical question is unsettled and the parent question is loud. This is a 2027 problem, not a 2026 problem.
The 90-day order of operations
- Weeks 1-2: Take the AI Readiness Scorecard (linked on the right). Use it to brief your leadership team.
- Weeks 3-6: Ship translated family communications. This is your fastest win and your best signal to families.
- Weeks 7-9: Pilot lesson-plan differentiation with 3 teachers.
- Weeks 10-12: Pilot IEP drafting support with your most senior special-ed teacher.
That's the semester. The other two moves are next semester. Don't try to do five things at once — you'll do five things badly.