Mathos vs Surge AI
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Mathos | Surge AI |
|---|---|---|
| Target Users | K-12 students, teachers, tutors | AI labs, enterprise AI teams, researchers |
| Core Offering | AI math tutoring & homework grading | Expert human feedback for AI alignment |
| Pricing | Freemium (free tier + premium) | Contact for pricing (enterprise) |
| Key Feature | Knowledge graph progress tracking | Riemann-bench math verification (<10% frontier scores) |
| Latest News Impact | Export controls on unrelated Anthropic models (no direct impact) | Microsoft used Surge for MAI-Thinking-1 benchmark |
| Best For | Interactive math learning & teaching | Rigorous RLHF and red teaming |
Mathos and Surge AI serve completely different markets. Mathos is an interactive math tutor for K-12 students and teachers, using a knowledge graph and personalized recommendations. Surge AI provides expert human feedback for frontier AI alignment, with benchmarks like Riemann-bench where even top models fail. Choose Mathos for math learning; choose Surge AI for training and evaluating advanced AI systems. There is no overlap in use cases.
AI math tutor for K-12 students and teachers with photo-based problem solving and knowledge graph tracking
Visit Website
Expert human feedback and benchmarks for frontier AI alignment, RLHF, and red teaming
Visit WebsiteWhat real users say: Mathos vs Surge AI
Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.
Mathos
4 mentions across 1 sources · 0% positive — critical
App Store
What users praise
- • Knowledge graph progress tracking is an innovative feature.
- • Claims 20% higher math accuracy than GPT-4 (beta).
- • Supports cross-platform use: web, iOS, Android.
- • Targets both students and teachers with homework grading.
What frustrates them
- • All app store reviews are 1-star — zero user satisfaction.
- • Photo input feature consistently errors out.
- • Unwanted $46.99 charge after free trial, no refund.
- • Cancellation process is hidden or broken.
Researched Jul 3, 2026
Surge AI
47 mentions across 3 sources · 30% positive — critical
Hacker News, YouTube, Lemmy
What users praise
- • Expert workforce (doctors, lawyers, engineers) for nuanced feedback, widely respected.
- • Proprietary benchmarks like GDP.pdf and HANDBOOK.md are cited by major labs.
- • Strong backing from founder Edwin Chen, who scaled to $1BN+ revenue without funding.
- • Covers RLHF, red teaming, and multimodal labeling for frontier AI needs.
What frustrates them
- • Very few community reviews; most sentiment is from founders' promotion, not user experience.
- • Pricing is contact-only and likely expensive, excluding startups and individuals.
- • Learning curve is steep; requires advanced ML knowledge and enterprise context.
- • Not self-serve; buyers must engage sales, which slows evaluation.
Researched Aug 21, 2026
Who should pick which
- K-12 studentPick: Mathos
Mathos provides interactive step-by-step tutoring, knowledge graph tracking, and personalized recommendations, ideal for homework help.
- Math teacherPick: Mathos
Automates grading, generates class progress reports, and enables differentiated instruction.
- AI alignment teamPick: Surge AI
Surge offers expert red teaming, RLHF data collection, and rigorous benchmarks like Antidote and Riemann-bench.
- Enterprise ML teamPick: Surge AI
Needs expert labeling for complex documents (GDP.pdf) or reasoning tasks, with SDK/API integration.
- Self-learner in mathPick: Mathos
Game-like incentives and personalized practice keep learners engaged.
Frequently Asked Questions
Mathos vs Surge AI: which should you choose?
Mathos and Surge AI serve completely different markets. Mathos is an interactive math tutor for K-12 students and teachers, using a knowledge graph and personalized recommendations. Surge AI provides expert human feedback for frontier AI alignment, with benchmarks like Riemann-bench where even top models fail. Choose Mathos for math learning; choose Surge AI for training and evaluating advanced AI systems. There is no overlap in use cases.
Can Mathos solve advanced college-level math?
No, Mathos is optimized for K-12 and may struggle with conceptual graduate-level math.
Does Surge AI provide automated math solvers?
No, Surge AI offers human expert feedback and benchmarks like Riemann-bench for evaluating math capabilities; it does not tutor.
What is Riemann-bench?
A benchmark from Surge AI of extreme-tier math problems where even frontier models score below 10%.
Does Mathos offer a free tier?
Yes, Mathos has a freemium model with limited free access and premium upgrades.
How much does Surge AI cost?
Pricing is contact-based; costs vary based on task complexity and expert requirements.
Can I use Mathos offline?
No, Mathos requires internet access; it is not built for offline use.
Does Surge AI integrate with my ML pipeline?
Yes, via Python SDK and REST API, for RLHF and labeling workflows.
Which tool is better for AI safety research?
Surge AI, with expert red teaming, adversarial testing, and alignment benchmarks.
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Last reviewed: July 3, 2026