RevisionDojo vs Surge AI

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

Analysis reviewed Live tool data as of 2026-10-09
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At a glance

DimensionRevisionDojoSurge AI
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.

Try RevisionDojoTry Surge AI
RevisionDojo
RevisionDojo

IB and MYP exam prep with 35,000+ practice questions, Jojo AI tutoring, and AI grading for IA, EE, and TOK coursework.

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Surge AI
Surge AI

Surge AI supplies expert human RLHF data, red teaming, and public benchmarks like GDP.pdf and the Tuesday Work Index for frontier model

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Pricing
Freemium
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Plans
$0/mo
See site for monthly rate
Free waitlist
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Popularity
13 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 DP subjects with worked solutions and instant feedback
8,000+ topical notes, cheatsheets, and subject summaries written by IB examiners and DP coordinators
Jojo AI tutor for instant explanations, on-demand quizzing, and custom practice
AI coursework grader for IA, EE, and TOK with rubric breakdown, annotations, and fixes
Built-in plagiarism and AI-writing checker for coursework drafts
2,500+ EE/IA/TOK exemplars plus all EE and IA guides
Exam builder for custom tests, plus predicted papers and past papers
Past-paper walkthrough videos and bite-sized topical lessons
Adaptive study planner that converts subjects, deadlines, and goals into a weekly schedule
Progress analytics on study time, question accuracy, subject performance, and streaks
Streaks, XP, friends, and leaderboards for study motivation
Pomodoro timer and flashcards for focused sessions and active recall
IB grade calculator for predicted scores
Oral practice and IO grader for language IO
Mobile app for iOS and Android
Expert human workforce of doctors, lawyers, engineers, and writers for frontier AI data
RLHF preference data collection and human feedback for model fine-tuning and post-training
Red teaming and adversarial testing staffed with credentialed domain specialists
Off-the-shelf post-training runs built on expert evaluation data
SWE consultant network for software engineering and technical tasks
Agentic coding task sets: 1,700 tasks gave Kimi K2.7 +20.0pp on SWE-Marathon and +12.4pp on DeepSWE
GDP.xlsx benchmark for professional spreadsheet comprehension, spanning 70 tasks across 12 knowledge-work domains
sudo L7 benchmark for staff-level engineering judgment in coding agents
GDP.pdf benchmark for real-world professional document comprehension, cited in the GPT-5.6 release
Chartography benchmark for chart reasoning: Kaplan-Meier curves, candlesticks, contour maps, Bode plots
ComplexConstraints benchmark for instruction following with mutually dependent constraints
HANDBOOK.md benchmark for long-context policy adherence against expert handbooks
DAYJOB vertical benchmark suites for economically valuable agents in Healthcare and Finance
Tuesday Work Index composite benchmark scoring frontier models on real professional work
RL environments including CoreCraft and EnterpriseBench with Python SDK and REST API access

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 (averaged across 3 sources)

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

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

  • 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