RevisionDojo vs Surge AI

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-08-24
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At a glance

DimensionRevisionDojoSurge AI
PricingFreemium (free limited; paid ~$10-20/mo)Contact sales (custom)
Primary UseIB/MYP exam prep and coursework gradingExpert human feedback for AI alignment & RLHF
Target AudienceIB DP and MYP students, teachersFrontier AI labs, enterprise AI teams
Key Feature35k+ IB-style questions, AI tutor Jojo AIDomain expert workforce, advanced benchmarks (Antidote, Riemann-bench)
IntegrationNone listedPython SDK, REST API
Latest NewsNo recent newsMicrosoft used Surge for MAI-Thinking-1; new benchmarks (Antidote, Riemann-bench, GDP.pdf)

If you're an IB/MYP student aiming to boost exam scores with AI-powered practice and grading, RevisionDojo is your clear choice. If you're an AI lab or enterprise needing expert human feedback to train frontier models, Surge AI's domain-expert workforce and cutting-edge benchmarks are unmatched. Choose based on your domain: education vs. AI alignment.

RevisionDojo
RevisionDojo

All-in-one IB exam prep with 35k+ questions, AI grading, notes, and more

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Surge AI
Surge AI

Expert human feedback and benchmarks for frontier AI alignment, RLHF, and red teaming

Visit Website
Pricing
Freemium
Contact Sales
Plans
$0/mo
$9.99/mo
$59.99/yr
Custom
Popularity
4 views
7.4k views
Skill Level
Intermediate
Advanced
API Available
Platforms
WebMobile
Web
Categories
📚 Study Tools🧮 Homework Help & Math Solvers
🏷️ Data Labeling & Training Data
Features
35,000+ IB-style practice questions across all DP subjects
8,000+ topical notes, cheatsheets, and summaries
AI tutor Jojo for instant explanations and custom practice
AI coursework grader for IA, EE, TOK with rubric feedback
5,000+ official IBO graded exemplars for coursework
Exam builder to create custom tests and predicted papers
Past paper videos with walkthroughs
Oral practice for language IO
IB grade calculator for predicted scores
Progress analytics and study time tracking
Streaks, XP, and leaderboards for motivation
Pomodoro timer for focused study sessions
Mobile app for iOS and Android
Study planner that generates weekly schedules
Flashcards for active recall
Expert human workforce (doctors, lawyers, engineers, writers)
RLHF data collection for fine-tuning LLMs
Red teaming and adversarial testing
Custom data labeling for multimodal AI
Complex RL environments (EnterpriseBench, CoreCraft)
Riemann-bench benchmark for extreme math verification
GDP.pdf benchmark for real-world PDF understanding
ComplexConstraints benchmark for entangled instructions
HANDBOOK.md benchmark for long-context policy following
Chartography benchmark for professional chart understanding
Antidote leaderboard with expert grading
Human evaluation for agentic tool-use tasks
Python SDK and REST API
MCP-native RL environments
Post-training on agentic RL environments

What real users say: RevisionDojo 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.

RevisionDojo

3 mentions across 3 sources · 43% positive — mixed

Hacker News, App Store, Lemmy

What users praise

  • 35,000+ IB practice questions, significantly more than competitors.
  • AI grading for IA, EE, TOK saves time and provides rubric feedback.
  • Lower subscription cost compared to Revision Village (4k questions).
  • Categorization by topic and difficulty helps focused study.

What frustrates them

  • Astroturfing campaigns to fake positive reviews damage trust.
  • Very few authentic community reviews outside App Store.
  • Survey claiming 86% preference is likely unreliable.
  • Ethical concerns over marketing to minors with fake accounts.

Researched Jul 2, 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

  • IB DP student aiming for 45 points
    Pick: RevisionDojo

    35k+ IB-style questions, AI tutor instant feedback, and coursework grader directly address exam and IA needs.

  • AI safety researcher at a frontier lab
    Pick: Surge AI

    Domain expert workforce and advanced benchmarks (Antidote, Riemann-bench) enable rigorous red teaming and RLHF.

  • MYP teacher preparing classroom resources
    Pick: RevisionDojo

    Test builder, progress tracking, and access to official IBO exemplars support differentiated instruction.

  • Enterprise building a document-understanding model
    Pick: Surge AI

    GDP.pdf benchmark and expert labeling for complex PDFs match the need for real-world document reasoning.

  • AI team optimizing agentic models for tool use
    Pick: Surge AI

    EnterpriseBench (CoreCraft) provides RL environments to test long-horizon agent tasks.

Frequently Asked Questions

RevisionDojo vs Surge AI: which should you choose?

If you're an IB/MYP student aiming to boost exam scores with AI-powered practice and grading, RevisionDojo is your clear choice. If you're an AI lab or enterprise needing expert human feedback to train frontier models, Surge AI's domain-expert workforce and cutting-edge benchmarks are unmatched. Choose based on your domain: education vs. AI alignment.

Can RevisionDojo help with non-IB curricula like A-levels?

No, it is specifically designed for IB and MYP only.

Does Surge AI provide automated grading for student essays?

No, Surge focuses on expert human feedback for AI training, not student assessment.

Is RevisionDojo free?

It offers a freemium model with limited free access; full features require a paid subscription.

How does Surge AI ensure quality of human feedback?

Surge uses a curated workforce of domain experts (doctors, lawyers, engineers) and proprietary benchmarks for quality control.

Can I integrate Surge AI with my own LLM pipeline?

Yes, via Python SDK and REST API.

What is the Antidote benchmark?

Announced June 2026, Antidote is an expert-graded leaderboard for AI models, involving doctors, lawyers, and engineers.

Does RevisionDojo have a mobile app?

It may have limited offline capability; check the app store for details.

Which tool is better for a startup AI lab on a tight budget?

Neither ideal: RevisionDojo is for students, Surge is expensive enterprise. Consider open-source RLHF tools.

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Last reviewed: July 2, 2026