What Claude (Anthropic) with web search answered for tutoring platforms (schools) on 2026-10-19

Claude (Anthropic) with web search claude-opus-5 asked 2026-10-19

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. FEV Tutor mentioned
   FEV Tutor collapsed mid-year in January 2025, and Varsity Tutors for Schools (Nerdy's district arm) shut down on August 7, 2026, days before the school year started - in both cases districts were left scrambling.
2. Varsity Tutors mentioned
   FEV Tutor collapsed mid-year in January 2025, and Varsity Tutors for Schools (Nerdy's district arm) shut down on August 7, 2026, days before the school year started - in both cases districts were left scrambling.
3. Ignite Reading mentioned
   Ignite Reading - K-3 foundational reading, 1:1, 15 minutes every day with the same tutor.
4. Saga Education mentioned
   Saga Education - math, grades 6-12, embedded in the school day (not after school), 1:2 or 1:3 with a consistent tutor.
5. Air Tutors mentioned
   Air Tutors (and AirReading) - virtual, K-12, and one of the few online providers with a randomized controlled trial behind it: students in Texas and Louisiana districts gained nearly three additional months of learning.
6. K-12 mentioned
   Air Tutors (and AirReading) - virtual, K-12, and one of the few online providers with a randomized controlled trial behind it: students in Texas and Louisiana districts gained nearly three additional months of learning.
7. Littera Education mentioned
   Littera Education - different animal: it's the platform, not the tutor corps.
8. Tutor.com mentioned
   Tutor.com - 24/7 on-demand homework help and writing feedback.
9. Cignition mentioned
   Cignition - virtual 1:1 and small group (max 4), reading rooted in science of reading, strong EL support, and a solid attendance/progress dashboard.
10. HeyTutor / Tutor Me Education mentioned
    HeyTutor / Tutor Me Education - both are really tutor staffing firms that will put people in your buildings in person or run virtual high-dosage blocks.
11. Brainfuse mentioned
    Brainfuse - long-running, mostly 24/7 help plus some scheduled tutoring;
12. National Student Support Accelerator mentioned
    - Saga Education - National Student Support Accelerator, Stanford (https://nssa.stanford.edu/sample-tutoring-programs/saga-education)

Sources the engine cited

The answer, as recorded

Heads up before the list: the two names a district would have heard most in 2021-24 are both gone. **FEV Tutor** collapsed mid-year in January 2025, and **Varsity Tutors for Schools** (Nerdy's district arm) shut down on August 7, 2026, days before the school year started - in both cases districts were left scrambling. So vendor durability and published evidence matter more than feature lists right now. Here's who I'd actually name, roughly in order: **1. Ignite Reading** - K-3 foundational reading, 1:1, 15 minutes every day with the same tutor. The strongest evidence of anyone on this list: a Johns Hopkins evaluation published January 2026 found real gains, with 85% of students who exited at benchmark still at benchmark a year later. If your problem is early literacy, start here. **2. Saga Education** - math, grades 6-12, embedded in the school day (not after school), 1:2 or 1:3 with a consistent tutor. Nonprofit, and the research base is the best in math tutoring - students gaining up to ~1.5-2.5 extra years of math learning in the strongest studies. Higher cost and heavier to implement because it's a staffing model, not a login. **3. Air Tutors (and AirReading)** - virtual, K-12, and one of the few online providers with a randomized controlled trial behind it: students in Texas and Louisiana districts gained nearly three additional months of learning. Good middle ground if you need virtual delivery but want evidence. **4. Littera Education** - different animal: it's the *platform*, not the tutor corps. You schedule, assign, track attendance and progress, and can mix your own paraprofessionals and teachers with contracted tutors. Pick this if you want to keep control of tutors and spend, and it's widely on state-approved vendor lists. **5. Tutor.com** - 24/7 on-demand homework help and writing feedback. Oldest and most stable operator here. Be clear-eyed: on-demand help is an access/equity service, not a learning-gap intervention - low-dosage, student-initiated tutoring generally doesn't move test scores. Buy it as a supplement, not your intervention. **6. Cignition** - virtual 1:1 and small group (max 4), reading rooted in science of reading, strong EL support, and a solid attendance/progress dashboard. Was one of six providers vetted and selected by the Ohio Department of Education, which is useful third-party screening. **7. HeyTutor / Tutor Me Education** - both are really tutor *staffing* firms that will put people in your buildings in person or run virtual high-dosage blocks. Worth bidding if you want in-person tutoring but can't hire the bodies yourself. Thinner independent evidence than the top of this list. **8. Brainfuse** - long-running, mostly 24/7 help plus some scheduled tutoring; it's been picking up districts stranded by the closures. Same caveat as Tutor.com on dosage. Two things that will matter more than which name you pick: **the design** (3+ sessions/week, same tutor each time, during the school day, tied to your actual curriculum - that's what separates programs that work from programs that get logged into twice), and **asking every finalist for district-level outcome data and references from districts your size**. Varsity's shutdown was attributed largely to not being able to show learning gains once districts started demanding proof. For vetted shortlists, Accelerate's high-dosage tutoring vendor guide and your state's approved-provider list (Oregon's and Louisiana's are public and useful even out of state) are the best free screening tools. Sources: - [Major Virtual Tutoring Provider Shuts Down; Experts Cite Lack of Evidence - The 74](https://www.the74million.org/article/major-virtual-tutoring-provider-shuts-down-experts-cite-lack-of-evidence/) - [Varsity Tutors for Schools shuts down: where online tutoring demand goes next - GovSpend](https://govspend.com/blog/varsity-tutors-for-schools-shuts-down-where-online-tutoring-demand-goes-next/) - [Varsity Tutors for Schools' Exit Hints at Shift in Tutoring Market - EdWeek Market Brief](https://marketbrief.edweek.org/education-market/varsity-tutors-for-schools-exit-hints-at-shift-in-tutoring-market/2026/08) - [FEV Tutor shuts down - GovSpend](https://govspend.com/blog/fev-tutor-shuts-down-how-online-tutoring-companies-can-fill-the-gap/) - [Ignite Reading: 1.4 million sessions, Johns Hopkins study validates impact](https://www.prnewswire.com/news-releases/ignite-reading-wraps-up-monumental-school-year-1-4-million-tutoring-sessions-delivered-as-johns-hopkins-university-study-validates-lasting-impact-302824237.html) - [Ignite Reading program results](https://ignite-reading.com/our-reading-tutoring-impact/) - [Saga Education - National Student Support Accelerator, Stanford](https://nssa.stanford.edu/sample-tutoring-programs/saga-education) - [New Research Strengthens Case for Virtual Tutoring (Air Tutors RCT) - The 74](https://www.the74million.org/article/exclusive-new-research-strengthens-case-for-virtual-tutoring/) - [Saga Education and Littera Education partnership](https://saga.org/saga-education-and-littera-education-partner-to-boost-student-achievement-in-mathematics/) - [Cignition selected by Ohio Department of Education](https://nssa.stanford.edu/news/cignition-chosen-ohio-department-education-provide-k-12-schools-access-high-dosage-tutoring) - [HeyTutor high-dosage tutoring (Connecticut SDE)](https://portal.ct.gov/-/media/sde/high-dosage-tutoring/additional/heytutor_high_dosage_tutoring_2023.pdf) - [Brainfuse: districts face tutoring shortages as major provider closes](https://home.brainfuse.com/2025/01/31/school-districts-face-growing-tutoring-shortages-as-major-provider-closes-funding-ends/) - [Accelerate High-Dosage Tutoring Vendor Guide (via Louisiana DOE)](https://doe.louisiana.gov/docs/default-source/teaching/accelerate-high-dosage-tutoring-vendor-guide.pdf?sfvrsn=78336e18_6) - [ODE-Approved Provider List for High-Dosage Tutoring (Oregon)](https://www.oregon.gov/ode/EarlyLiteracySuccessInitiative/Documents/ODE_Approved_Provider_List_High-Dosage_Tutoring.pdf) - [Paper layoffs - BetaKit](https://betakit.com/with-school-districts-striving-to-achieve-more-with-less-layoffs-come-to-paper)

Near this answer

The same question, recorded on other dates: 2026-10-18, 2026-10-16, 2026-10-14, 2026-10-11, 2026-10-09, 2026-10-06, 2026-10-03, 2026-10-01, 2026-09-29, 2026-09-27, 2026-09-25.

tutoring platforms, asked for other audiences: tutors (asked 2026-10-19).

Other categories with a recorded answer: childcare management software, church management software, construction management software, dental practice software.

Markdown edition · JSON record · 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.