Gauth vs Surge AI

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

Analysis reviewed Live tool data as of 2026-10-08
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At a glance

DimensionGauthSurge AI
PricingFreemiumContact for pricing
Target UsersStudents (middle school to college)AI labs, enterprise teams
Key FeatureStep-by-step solutions, 24/7 human tutorsExpert human feedback for RLHF, benchmarks
Platform FocusHomework help, test prepAI alignment, red teaming, evaluation
Subject/ContentMath, science, humanitiesDomain expert tasks (medicine, law, engineering)
Recent NewsNo recent newsNew benchmarks (Riemann, GDP.pdf, Antidote); used by Microsoft

If you need homework help for STEM subjects, Gauth is the clear choice with its free tier and 24/7 tutor access. For frontier AI teams building or evaluating advanced models, Surge AI provides expert human feedback at scale—now backed by Microsoft and new rigorous benchmarks. Choose based on your role: student or AI researcher.

Try GauthTry Surge AI
Gauth
Gauth

AI homework solver that gives step-by-step solutions across STEM and business subjects, with human tutor backup when the AI stalls.

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Surge AI
Surge AI

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

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Pricing
Freemium
Contact Sales
Plans
$0/mo
$9.99/mo
—
Popularity
15 views
7.4k views
Skill Level
Intermediate
Advanced
API Available
Platforms
WebMobile
Web
Categories
🧮 Homework Help & Math Solvers📚 Study Tools
🏷️ Data Labeling & Training Data
Features
AI step-by-step solutions with detailed explanations
"How" and "why" notes attached to each solving step
Photo upload input — photograph a textbook or worksheet page
Drag-and-drop image upload and clipboard paste (Ctrl+V)
Text entry and pasted command input
Subject coverage: Math, Statistics, Calculus, Physics, Chemistry, Biology, Economics, Literature, Business, Writing, Social Science
Gauth Atlas visual learning — turns a subject into a zoomable image
Atlas click-to-explore with infinite zoom depth
Atlas images grounded in cited sources
24/7 human tutor service with 50,000+ verified experts
Escalation to human tutors for the top 5% most difficult problems
98.5% tutor satisfaction rate reported by the vendor
Solutions returned within seconds by the AI
Tutor solutions delivered in as little as 5 minutes
iOS app, Android app, and web browser access
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, +12.4pp on DeepSWE
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
Tuesday Work Index composite benchmark for real professional work capabilities
DAYJOB vertical benchmark suites for economically valuable agents in Healthcare and Finance
Riemann-bench for extreme math verification and cost-performance comparisons
EnterpriseBench and CoreCraft RL environments for training and evaluating agents
RL environments for enterprise agent tasks with Python SDK and REST API access

What real users say: Gauth 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.

Gauth

40 mentions across 3 sources · 15% positive — critical (averaged across 3 sources)

Hacker News, App Store, Lemmy

What users praise

  • • Step-by-step explanations help understand math and science concepts.
  • • 24/7 human tutors available for the hardest 5% of problems.
  • • Image input makes it easy to snap and solve problems.
  • • GPA improvement reported by multiple students.

What frustrates them

  • • Frequently gives wrong answers, even on typed input.
  • • Subscription billing continues after trial cancellation.
  • • Connection failed error persists for some users.
  • • Removed ability to upload multiple photos at once.

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

  • High school student struggling with calculus
    Pick: Gauth

    Gauth provides step-by-step solutions and 24/7 human tutors, ideal for homework help and test prep at an affordable freemium price.

  • AI safety team needing red teaming for LLM
    Pick: Surge AI

    Surge offers expert human feedback with domain-specific red teaming. Recent benchmarks (Antidote, ComplexConstraints) show its rigor.

  • College student preparing for SAT
    Pick: Gauth

    Gauth covers standard test subjects with AI and tutor support, perfect for focused exam preparation.

  • Enterprise AI builder training a model on complex PDFs
    Pick: Surge AI

    Surge's GDP.pdf benchmark and custom labeling with domain experts can handle real-world document understanding.

Frequently Asked Questions

Gauth vs Surge AI: which should you choose?

If you need homework help for STEM subjects, Gauth is the clear choice with its free tier and 24/7 tutor access. For frontier AI teams building or evaluating advanced models, Surge AI provides expert human feedback at scale—now backed by Microsoft and new rigorous benchmarks. Choose based on your role: student or AI researcher.

Can Gauth help with subjective subjects like literature?

Yes, Gauth covers humanities including literature, but its strength is in problem-solving subjects like math and science.

Is Surge AI suitable for small AI startups?

Surge is designed for frontier labs and enterprises, likely with custom pricing. Startups with limited budgets may find it expensive.

Does Gauth have mobile apps?

Yes, Gauth offers mobile apps for iOS and Android.

What is Surge's newest benchmark?

Surge recently introduced Riemann-bench for extreme math, GDP.pdf for PDF understanding, and Antidote for expert-graded AI evaluation.

Which platform offers human tutors?

Gauth provides 24/7 human tutors with a 98.5% satisfaction rate. Surge provides human experts for feedback, not tutoring.

Can I use Surge for simple data labeling?

No, Surge focuses on complex reasoning tasks. A simpler labeling platform would be more cost-effective.

What integrations does Surge offer?

Surge provides a Python SDK and REST API for integration.

Does Gauth support image input?

Yes, users can upload images of problems and Gauth will process them.

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Last reviewed: July 3, 2026