AI-tutored schooling
Placement: a judgment drawn from the evidence, open to correction (dispute it).
The model
- Why it is on watch
- Headline learning claims rest on small samples; independent results weak.
- Definition
- Pending. Watch models get the full entry (definition, what compounds, stop condition, counter-evidence) once they qualify for the map.
- Stops working when
- Pending, as above.
Evidence
Companies 3
Evidence items 4
Grades 1A 3B
Latest dated 2026-08
Counter-evidence 0
Evidence items 4
Grades 1A 3B
Latest dated 2026-08
Counter-evidence 0
The three labels
2. Rides · loop gain positive. Each step of the curve makes its own loop stronger.
Selling the finished work · money lands in the outcome, not the tool or the hours.
Learning loop · use, data, better product, more use.
Same rung and family
Named companies 3 companies · grade per item
| Company | Claim | Date | Gr | Source |
|---|---|---|---|---|
| Alpha School / 2 Hour Learning United States · startup · best B |
San Francisco Alpha campus charges $75,000/year tuition as of August 2026 | 2026-08 | B | The Argument |
| Marketed '2x learning' and 'gifted program 3-7x faster learning' claims are built on statistically weak comparisons (e.g. the 3-7x claim rested on five students with two test events, and normal test-score variance among a small cohort produces apparent multiples like '9x growth') | 2026-08 | B | The Argument | |
| Unbound Academy United States · startup · best B |
Free public charter school using Alpha's AI-driven platform reported only 28% proficiency in English language arts and 10% in math against Arizona state goals of 65% and 60% respectively | 2026-08 | B | The Argument |
| Khan Academy (Khanmigo) United States · startup · best A |
A redesigned Khan Academy 'for districts' AI tutoring product was in pilot with several school districts as of October 2025, with full rollout to district partners planned for back-to-school 2026; the announcement gave no adoption counts or pricing | 2025-10-08 | A | Khan Academy |
Counter-evidence Reversals, failures and disputes
Not yet gathered for watch models.