Local Tutor Microbrands in 2026: Scaling Student Outcomes with Micro‑Events, Edge AI, and Product‑First Services
In 2026 the smartest tutoring businesses mix small, repeatable experiences with edge AI and a product mentality. Here’s a practical, advanced playbook for tutors who want to scale without losing quality.



