Solvo vs Surge AI
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Solvo | Surge AI |
|---|---|---|
| Target Audience | Students, parents, tutors needing homework help | AI labs & enterprises requiring expert human feedback |
| Core Functionality | AI step-by-step homework solver, flashcard generator | Expert RLHF, red teaming, custom benchmarking |
| Key Strength | Multi-subject camera scan & instant solutions | Domain expert workforce (doctors, lawyers, engineers) |
| Latest News | No recent news | Microsoft used Surge for MAI-Thinking-1 benchmarking; new benchmarks: Antidote, Riemann-bench, GDP.pdf |
| Best For | High school & college homework support | Frontier AI alignment & complex RLHF tasks |
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: Solvo 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.
Solvo
35 mentions across 2 sources · 59% positive — mixed (weighted across 2 sources)
App Store, Lemmy
What users praise
- • Step-by-step explanations that emphasize understanding, not just answers
- • Camera scanning of printed and handwritten problems is fast and easy
- • Covers math, physics, chemistry, biology, and writing in one app
- • Loved by parents helping kids with homework they've forgotten
What frustrates them
- • Free tier cuts off after roughly two explanations — feels like a trial
- • Accuracy is openly admitted to be ~85%, not exam-grade reliable
- • No disclosure of which underlying AI model powers the answers
- • Some study materials and content feel stale or not updated
Researched Sep 24, 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
- High school student struggling with math homeworkPick: Solvo
Solvo provides instant step-by-step solutions via camera scan, covering multiple subjects, and is affordable with a free tier.
- College student preparing for examsPick: Solvo
Solvo's AI flashcards and quiz prep help with active recall, and premium gives unlimited study support.
- Frontier AI lab training a reasoning modelPick: Surge AI
Surge's expert workforce and benchmarks like Riemann-bench and ComplexConstraints enable rigorous RLHF and evaluation, as used by Microsoft for MAI-Thinking-1.
- Enterprise building an agentic AI for document understandingPick: Surge AI
Surge's GDP.pdf benchmark and CoreCraft RL environment test real-world PDF handling and chaotic workflows, backed by expert annotators.
- AI safety team needing red teaming with domain expertsPick: Surge AI
Surge provides writers, doctors, lawyers, and engineers for adversarial testing, with structured red teaming services.
Frequently Asked Questions
Can Solvo solve college-level math problems?
Yes, Solvo supports math, physics, chemistry, biology, and writing at high school and college level via camera scan or upload.
What subjects does Solvo cover?
It covers math, physics, chemistry, biology, writing, and more, with step-by-step explanations.
Is Surge AI suitable for small startups?
It's designed for well-funded AI labs and enterprises; pricing is custom and may be high for small teams without substantial budgets.
Does Surge AI offer automated evaluations without human graders?
No, Surge focuses on expert human feedback; it's not for fully automated evaluation.
What are Surge AI's latest benchmarks?
Antidote (expert-graded leaderboard), Riemann-bench (extreme math), GDP.pdf (PDF understanding), ComplexConstraints (instruction following), and EnterpriseBench (RL environments).
Does Microsoft use Surge AI?
Yes, Microsoft used Surge human evaluations to benchmark MAI-Thinking-1, as of July 2026.
Can I get a refund if Solvo doesn't help?
Solvo's refund policy is not specified; typically freemium apps have no refunds for free tier but may offer limited refunds for premium.
Does Surge AI support multimodal tasks?
Yes, Surge offers custom data labeling for multimodal AI and benchmarks like GDP.pdf that involve PDFs.
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Last reviewed: July 3, 2026