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 |
AI math tutor that turns a snapped photo into Socratic hints, step-by-step guidance, and teacher-visible progress tracking.
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Surge AI supplies expert human RLHF data, red teaming, and public benchmarks like GDP.pdf and the Tuesday Work Index for frontier model
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 (averaged across 1 source)
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
48 mentions across 3 sources · 38% positive — critical (weighted across 3 sources)
Hacker News, YouTube, Lemmy
What users praise
- • Credentialed workforce of doctors, lawyers and engineers instead of generic crowd annotators
- • GDP.pdf cited by OpenAI in the GPT-5.6 release with a concrete 30.7% flagship score
- • Kimi K2.7 post-training run published measurable SWE-Marathon, DeepSWE and Terminal-Bench gains
- • Benchmark catalog spans chart reasoning, dependent constraints, long-context policy and verticals
What frustrates them
- • Contact-only pricing means no public rate card, no tiers, and no way to self-serve
- • Benchmark sponsorship and independence questions raised directly in HN threads
- • Expert-credential verification process is never explained in any community source
- • No community data on support responsiveness, uptime, or SLAs at enterprise scale
Researched Oct 7, 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
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