What Claude (Anthropic) with web search answered for tutoring platforms (schools) on 2026-09-25

Claude (Anthropic) with web search claude-opus-5 asked 2026-09-25

Coverage: Claude (Anthropic) with web search. Other engines not included.

The question asked, verbatim: best tutoring platforms for schools

Brands named, in the order the engine gave

1. 37 SD mentioned
   In-school high-dosage tutoring (a consistent tutor, 3-5x/week, during the school day, tied to your curriculum) is the model with real evidence behind it - pooled effect around 0.37 SD.
2. Saga Education mentioned
   Saga Education - the strongest research base of anyone in this space.
3. Littera Education recommended
   Littera Education - the best choice if you want to run your own tutors (paraprofessionals, teachers, community partners) with professional scheduling, curriculum, and reporting infrastructure on top.
4. Catapult Learning mentioned
   Catapult Learning - decades of district-services history, delivers in-person/virtual/hybrid small-group HIT, and is comfortable with Title I compliance and private-school equitable services.
5. Reading Recovery mentioned
   Reading Recovery - narrow but worth naming: 1:1 for the lowest-literacy 1st graders by specially trained teachers, effect sizes +0.30 to +0.50 SD.
6. Varsity Tutors mentioned
   Varsity Tutors for Schools - now the default here largely because of price: they've moved to a no-cost chat-based model for California public districts through June 2030, and districts have been dropping paid vendors for it.
7. Tutor.com mentioned
   Tutor.com - 250+ subjects, the most established on-demand provider, and already contracted with many public libraries and colleges, which sometimes simplifies procurement.
8. TutorMe mentioned
   TutorMe - similar on-demand model, 300+ subjects, sells specifically to districts.
9. Skooli mentioned
   Skooli - worth a look mainly for one feature: it records video, chat, and whiteboard for every session.
10. Paper mentioned
    What I'd steer you away from: Paper, which districts have been leaving - one district signed a $649K contract and then reconsidered over low student engagement and inexperienced tutors.
11. Khanmigo mentioned
    And I'd treat AI tutors (Khanmigo, Amira Learning) as supplements, not the program: the evidence is still thin, and Amira's Louisiana results show correlation with usage time, not proven causal effect.
12. Amira Learning mentioned
    And I'd treat AI tutors (Khanmigo, Amira Learning) as supplements, not the program: the evidence is still thin, and Amira's Louisiana results show correlation with usage time, not proven causal effect.

Sources the engine cited

The answer, as recorded

## Short answer, in the order I'd actually consider them The single biggest decision is *which problem you're buying for*. In-school high-dosage tutoring (a consistent tutor, 3-5x/week, during the school day, tied to your curriculum) is the model with real evidence behind it - pooled effect around **0.37 SD**. On-demand homework help is cheap and popular but has much weaker evidence of moving achievement. Rank accordingly. **For high-dosage, in-school tutoring (where the evidence is):** 1. **Saga Education** - the strongest research base of anyone in this space. Two RCTs of its 9th/10th grade math tutoring showed ~0.28 SD gains, roughly 1.5 extra years of math learning, and it clears ESSA evidence standards so it's Title/CSI fundable. Chicago Public Schools renewed with them. Math-focused, in-person or hybrid, genuinely expensive - this is the "do it properly" option. 2. **Littera Education** - the best choice if you want to run your *own* tutors (paraprofessionals, teachers, community partners) with professional scheduling, curriculum, and reporting infrastructure on top. They'll also do outcomes-based contracts, which is a meaningful signal of confidence. 3. **Catapult Learning** - decades of district-services history, delivers in-person/virtual/hybrid small-group HIT, and is comfortable with Title I compliance and private-school equitable services. Less flashy, very operationally reliable. 4. **K12 Tutoring (Stride)** - 195,000+ students across 30+ states, publishes district-level results (Pulaski County: +40 percentile points in 3rd grade math). Good middle option on price and scale. 5. **Reading Recovery** - narrow but worth naming: 1:1 for the lowest-literacy 1st graders by specially trained teachers, effect sizes +0.30 to +0.50 SD. If early literacy is your actual problem, this beats a general tutoring contract. **For on-demand / after-hours support:** 6. **Varsity Tutors for Schools** - now the default here largely because of price: they've moved to a no-cost chat-based model for California public districts through June 2030, and districts have been dropping paid vendors for it. Take the free access; don't expect it alone to close gaps. 7. **Tutor.com** - 250+ subjects, the most established on-demand provider, and already contracted with many public libraries and colleges, which sometimes simplifies procurement. 8. **TutorMe** - similar on-demand model, 300+ subjects, sells specifically to districts. 9. **Skooli** - worth a look mainly for one feature: it records video, chat, and whiteboard for every session. That accountability trail matters when you have to justify spend or investigate a safeguarding concern. **What I'd steer you away from:** **Paper**, which districts have been leaving - one district signed a $649K contract and then reconsidered over low student engagement and inexperienced tutors. And I'd treat AI tutors (**Khanmigo**, **Amira Learning**) as supplements, not the program: the evidence is still thin, and Amira's Louisiana results show correlation with usage time, not proven causal effect. **Two procurement notes worth more than the vendor choice itself:** budget realistically - daily 1:1 or 1:2 runs roughly **$2,500-$4,000 per student per year** - and solve scheduling before you sign. Finding time in the school day without displacing core instruction is the most common failure point districts report, and auto-enrolling eligible students into during-school sessions dramatically improves attendance versus opt-in after-school models. Sources: - [High-Impact Tutoring in K-12: What District Leaders Need to Know - San Diego COE](https://www.sdcoe.net/educators/data-measurement-and-impact/evaluation/post/~board/research-and-evaluation/post/high-impact-tutoring-in-k-12) - [Saga Education - Research](https://saga.org/impact/research/) - [Saga Math Tutoring - Evidence-Based Programs](https://evidencebasedprograms.org/programs/saga-math-tutoring) - [Chicago Public Schools Authorizes New Agreement with Saga Education](https://saga.org/chicago-public-schools-board-of-education-authorizes-new-high-impact-tutoring-agreement-with-saga-education/) - [Littera Education](https://www.litteraeducation.com/) - [Catapult Learning - High-Impact Tutoring](https://catapultlearning.com/high-impact-tutoring/) - [K12 Tutoring for School Districts (Stride)](https://schools.tutoring.k12.com/) - [A Primer on Sustaining High-Impact Tutoring After ESSER - FutureEd](https://www.future-ed.org/a-primer-on-sustaining-high-impact-tutoring-after-esser/) - [Varsity Tutors Replaces Paper Tutoring - M-A Chronicle](https://machronicle.com/varsity-tutors-replaces-paper-tutoring/) - [Schools are spending millions on new virtual tutoring. Is it working? - Center for Outcomes Based Contracting](https://obc.southerneducation.org/schools-are-spending-millions-on-new-virtual-tutoring-is-it-working/) - [How 2 tutoring companies are adapting to meet districts' needs - K-12 Dive](https://www.k12dive.com/news/school-tutoring-companies-sustain-interventions/717932/) - [AI Tutors Not Yet a Replacement for Humans, Research Says - The 74](https://www.the74million.org/article/ai-tutors-not-yet-a-replacement-for-humans-research-says/) - [Best Online Tutoring Platforms for K-12](https://cosmoai.com/blog/best-online-tutoring-platforms-k12-2026)

Markdown edition · the question page, with every recording · Answer Watch · AEO Watch

Answer Watch records what one AI answer engine said on one date, nothing more. Each page names the engine and the model, carries the date the question was asked, and lists the brands that appeared in the answer in the order the engine gave them, with the sources it cited. It is a measurement, not a ranking, not a recommendation and not a claim about the world. Brands that did not appear in an answer are not named on any public page. Coverage: Claude (Anthropic) with web search. Other engines not included.