What Makes AI Tutors Work: Inside Sikho.ai's Learning Playbook

Sikho.ai's production experience shows that effective AI tutoring depends more on engineering (state management, latency, safety) than model quality alone. Measuring actual learning outcomes through human evaluation—not benchmarks—is how platforms distinguish themselves. As the AI-learning category scales rapidly, this playbook may be the difference between survival and failure.