FastSolve Research · Updated October 1, 2026 · Refreshed monthly
AI Visibility Report: Which Student Tools Do AI Engines Cite?
TL;DR
In October 2026, we logged which of 39 student homework tools AI engines cite. fastsolve.app leads LLM citations (4 across 10 unbranded prompts × 3 engines), and snapgpt.me appears in 15 of 53 Google AI Overviews on non-branded study queries. Full counts and methodology below.
LLM citation leaderboard (unbranded prompts)
10 fixed, unbranded commercial prompts (e.g. “best AI homework helper”) asked to ChatGPT with search, Perplexity, and grounded Gemini. A citation = the tool’s domain appears in the engine’s cited sources for a prompt.
| # | Tool | Total citations | ChatGPT | Perplexity | Gemini |
|---|---|---|---|---|---|
| 1 | fastsolve.app | 4 | 0 | 3 | 1 |
| 2 | canvasquiz.com | 2 | 0 | 1 | 1 |
| 3 | scholarly.so | 2 | 0 | 2 | 0 |
| 4 | examclutch.com | 2 | 0 | 2 | 0 |
| 5 | math-gpt.org | 1 | 0 | 1 | 0 |
| 6 | gauthmath.com | 1 | 1 | 0 | 0 |
| 7 | deltamathaisolver.com | 1 | 0 | 1 | 0 |
| 8 | energent.ai | 1 | 0 | 1 | 0 |
| 9 | apexvision.ai | 1 | 0 | 1 | 0 |
| 10 | snapgpt.me | 1 | 0 | 0 | 1 |
| 11 | quizsolverai.com | 1 | 0 | 0 | 1 |
| 12 | canvasninja.app | 1 | 0 | 1 | 0 |
| 13 | buyonlineclass.com | 1 | 0 | 1 | 0 |
| 14 | brighterly.com | 1 | 0 | 1 | 0 |
| 15 | canvaspass.sbs | 1 | 0 | 1 | 0 |
| 16 | myengineeringbuddy.com | 1 | 0 | 1 | 0 |
Google AI Overview share (non-branded queries)
Of 54 tracked non-branded study queries, 53 showed an AI Overview. Counts below = AI Overviews citing each tool’s domain.
| Tool | AI Overviews citing it | Share of AIO queries |
|---|---|---|
| snapgpt.me | 15 / 53 | 28% |
| directtextbook.com | 1 / 53 | 2% |
| myengineeringbuddy.com | 1 / 53 | 2% |
Methodology
- Engines measured: ChatGPT (search), Perplexity, Gemini (grounded), Google AI Overviews. Google AI Mode is additionally sampled on a subset of queries; sample sizes are too small for a fair leaderboard and are excluded.
- LLM leaderboard: 10 fixed unbranded prompts, identical across engines, responses logged and cited-source domains counted. Branded prompts are excluded from this table by design.
- AI Overview share: real Google results pages for tracked study queries; branded queries excluded. A citation = the domain appears among an AI Overview’s linked sources.
- Cohort: 39 student-facing homework/study tools tracked continuously. Every number is a direct count from logged responses — nothing is modeled or estimated.
- Published by FastSolve. FastSolve is part of the measured cohort; the LLM leaderboard uses only unbranded prompts and AI Overview share excludes branded queries. All numbers are direct counts from logged engine responses.
Cite this report: “FastSolve AI Visibility Report, October 2026” with a link to this page (CC BY 4.0). Questions or a tool we should track? About FastSolve.