Insights
Founder and builder perspectives on AI tools, thinking patterns, and the new way of working
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No, Students Don't Get Free ChatGPT Too
ChatGPT for Teachers is a teacher-and-staff offer, not a student one — and several big districts ban student ChatGPT outright. Untangling the confusion.
Choosing a Pilot: A Decision Guide for Districts
ChatGPT, Claude, Gemini, or Copilot for your district AI pilot? A practical framework built on the stack you already run, real per-seat prices, and priorities.
Building the Skill a Free Chatbot Can't Replace
A free, general teacher assistant is genuinely useful — and structurally incapable of three things a purpose-built skill does. Here's the line between them.
Where AI Tutoring Skills Fit Between the Giants
ChatGPT for Teachers and Claude for Teachers are both teacher-facing productivity tools. The student-facing Socratic tutor is a niche neither giant is actually filling.
What Claude Skill Builders Can Learn From OpenAI
OpenAI's education playbook — narrow vertical, distribution through a trusted intermediary, free to build the habit — is a GTM lesson for anyone building a Claude Code skill.
The Squeeze on Third-Party Classroom AI Tools
Paid lesson-planning and differentiation tools now compete with something free from the model vendor itself. What the squeeze looks like, and which tools escape it.
What a Free Vertical AI Product Means for EdTech
When the model vendor ships a free, polished, education-specific product directly to teachers, the ecosystem built on its general-purpose API has to rethink what it's for.
Piloting ChatGPT for Teachers District-Wide
A free tool still costs you a rollout. How to pilot ChatGPT for Teachers across a district — cohort selection, a real feedback loop, and the scale-or-stop decision.
Role-Based Access Control for School Workspaces
Who should be an admin, who should be a member, and the RBAC misconfigurations that quietly hand a whole district's AI workspace to the wrong people. A practical guide for K-12 IT.
Reading the Student Data Privacy Agreement
OpenAI names itself a FERPA 'School Official' and says student data stays under the school's control. Here's what those terms actually commit — and what a privacy officer should still ask.
SSO, MFA, and the District IT Rollout Plan
The mechanics of a managed ChatGPT for Teachers deployment: claim the domain, wire up SAML SSO, enforce MFA, and onboard teachers in phases without flooding the help desk.
A Procurement Checklist for ChatGPT for Teachers
It's free, so districts skip procurement. That's the mistake. Here's the checklist an IT director should run before ChatGPT for Teachers reaches a single classroom.