Zoc.ai 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

DimensionZoc.aiSurge AI
PricingPaid (no free tier; educator bulk licensing available)Contact-based pricing (custom quotes for expert labor)
Primary Use CaseStudent note-taking and quiz generationExpert human feedback for AI model training
Target UserCollege students and educatorsAI labs and enterprise AI teams
Key FeatureReal-time transcription + Bloom's taxonomy quizzesExpert RLHF + proprietary benchmarks (Antidote, Riemann-bench, etc.)
IntegrationGoogle DrivePython SDK, REST API
Latest NewsNo recent newsMicrosoft used Surge for MAI-Thinking-1 benchmark; launched Antidote leaderboard, ComplexConstraints, EnterpriseBench, Riemann-bench, GDP.pdf
Zoc.ai
Zoc.ai

AI note-taking for students that transcribes lectures, organizes key topics, and quizzes you.

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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
Paid
Contact Sales
Plans
$14.99/mo
$99.99/yr ($8.33/mo)
Custom
—
Popularity
6 views
7.4k views
Skill Level
Beginner-friendly
Advanced
API Available
Platforms
WebMobile
Web
Categories
📚 Study Tools👥 Meeting Assistants & Notetakers✨ Transcription & Speech-to-Text
🏷️ Data Labeling & Training Data
Features
Real-time lecture transcription
Voice-to-text note-taking
Automatic note synthesis with key topics highlighted
Three note formats (outline, summary, and others)
Interactive AI tutor with three difficulty levels
Translation of notes into 29 languages
Export notes to Google Drive
Works on laptop and phone
Bloom's taxonomy-based study framework
Educator bulk licensing
Dedicated account manager for educators
Priority premium support for educators
Class transcript generation in class
Quiz generation from lecture notes
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
Integrations
Google Drive

Who should pick which

  • College student seeking automated lecture notes
    Pick: Zoc.ai

    Zoc.ai provides real-time transcription, structured notes, and quizzes tailored for academic learning.

  • AI safety team red-teaming LLMs
    Pick: Surge AI

    Surge AI offers expert human graders (doctors, lawyers) and adversarial testing for robust safety evaluation.

  • Non-native English speaker needing lecture translation
    Pick: Zoc.ai

    Zoc supports 29 languages for real-time translation, helping follow lectures.

  • AI lab fine-tuning models with RLHF
    Pick: Surge AI

    Surge specializes in RLHF data collection with domain experts, as shown by Microsoft's recent use for MAI-Thinking-1.

  • Educator providing study tools for class
    Pick: Zoc.ai

    Zoc's educator plans offer bulk licensing and account management for equitable access to note-taking and quizzes.

Frequently Asked Questions

Is Zoc.ai free?

No, Zoc.ai is a paid tool with no free tier. Discounts are available for educators through bulk licensing.

Does Surge AI offer a self-service platform?

No, Surge AI operates on a contact-based model with custom quotes for expert human feedback. It is not a self-serve tool.

Can Zoc.ai be used for business meetings?

Zoc.ai is designed for academic settings and not recommended for business or legal transcription.

What benchmarks does Surge AI provide?

Surge offers Antidote (expert-graded leaderboard), Riemann-bench (extreme math), GDP.pdf (PDF understanding), ComplexConstraints (instruction following), Hemingway-bench (creative writing), and EnterpriseBench (agentic RL).

Does Zoc.ai integrate with Google Drive?

Yes, Zoc.ai allows exporting notes to Google Drive. Other integrations are not listed.

Which tool supports translation?

Zoc.ai supports translation into 29 languages. Surge AI does not offer translation features.

Has Surge AI been used by major companies?

Yes, Microsoft used Surge human evaluations to benchmark MAI-Thinking-1, as announced in July 2026.

Can I use Surge AI for simple sentiment analysis?

Surge AI is optimized for complex reasoning tasks, not simple classification or sentiment analysis.

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Last reviewed: July 3, 2026