Get It vs Surge AI
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Get It | Surge AI |
|---|---|---|
| Target User | STEM students, self-learners | AI labs, safety teams, enterprise AI builders |
| Primary Function | Interactive PDF study tool with visuals and knowledge graph | Expert human feedback platform for AI alignment |
| Pricing | Freemium (requires ChatGPT subscription) | Contact for pricing (expert labor costs) |
| Key Features | PDF upload, 3D rendering, flashcards, quiz, knowledge graph | RLHF, red teaming, custom benchmarks (Antidote, Riemann-bench) |
| Integration | None listed | Python SDK, REST API |
| Latest News | Post-hackathon open-source project | Anthropic cited Surge benchmarks in Fable 5 and Mythos 5 system card |
If you're a STEM student who wants to visualize complex concepts while reading PDFs, Get It is a unique open-source tool that turns passive reading into active learning. But if you're building or fine-tuning frontier AI models and need expert human feedback for RLHF or red teaming, Surge AI is the specialized platform used by leading AI labs. Choose based on whether you're learning from PDFs or training cutting-edge models.
Turn any PDF into a measurable mastery map with AI visuals, quizzes, and a knowledge graph
Visit Website
Expert human feedback, benchmarks, and RL environments for frontier AI alignment and red teaming
Visit WebsiteWhat real users say: Get It 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.
Get It
83 mentions across 6 sources · 13% positive — critical
Hacker News, Product Hunt, Bluesky, Stack Overflow, GitHub, Lemmy
What users praise
- • Open source (Apache 2.0) fosters transparency and community improvements.
- • No extra subscription cost—works with existing ChatGPT access.
- • 3D/2D visualizers for chemistry, physics, and anatomy enhance understanding.
- • Knowledge graph with four monotone non-decreasing scores tracks mastery.
What frustrates them
- • Extremely limited community feedback; no real user reviews exist.
- • Name conflict with popular Flutter package causes search confusion.
- • Requires ChatGPT subscription; may break if OpenAI changes access.
- • No mobile or web version—only desktop app currently.
Researched Jul 16, 2026
Surge AI
47 mentions across 3 sources · 50% positive — mixed
Hacker News, YouTube, Lemmy
What users praise
- • Expert workforce (doctors, lawyers, engineers) for high-accuracy evaluations
- • Benchmarks cited by OpenAI and Anthropic boost trust
- • Builds complex RL environments for agentic tasks
- • Focuses on reasoning-intensive work, not routine tagging
What frustrates them
- • No public pricing or free tier for tinkering
- • Requires deep integration and advanced skills—not for novices
- • Community reviews are sparse and often shallow
- • Human-dependent scaling may hit bottlenecks
Researched Aug 28, 2026
Who should pick which
- STEM student studying chemistry from PDFsPick: Get It
Get It renders 3D molecular structures and provides flashcards/quizzes to master concepts.
- AI safety team needing red teaming with domain expertsPick: Surge AI
Surge offers a curated expert workforce and adversarial testing tools.
- Self-learner wanting to track mastery beyond recallPick: Get It
The knowledge graph and four mastery axes provide deep understanding metrics.
- LLM developer needing RLHF data for instruction tuningPick: Surge AI
Surge specializes in RLHF data collection with high-quality human feedback.
- Researcher building benchmarks for reasoning tasksPick: Surge AI
Surge provides proprietary benchmarks like Riemann-bench and ComplexConstraints.
Frequently Asked Questions
Get It vs Surge AI: which should you choose?
If you're a STEM student who wants to visualize complex concepts while reading PDFs, Get It is a unique open-source tool that turns passive reading into active learning. But if you're building or fine-tuning frontier AI models and need expert human feedback for RLHF or red teaming, Surge AI is the specialized platform used by leading AI labs. Choose based on whether you're learning from PDFs or training cutting-edge models.
Can Get It work without internet?
Get It likely requires internet for AI features via ChatGPT, but as an open-source desktop app, some features may work offline; the data doesn't specify.
Does Surge AI offer a free trial?
Surge AI pricing is contact-based; no free tier is mentioned. You'd need to reach out for access.
Is Get It only for STEM subjects?
Get It's visualizers are designed for STEM (chemistry, physics, biology). The data says 'not for' non-STEM subjects like literature.
How does Surge ensure expert quality?
Surge vets a workforce of domain experts (writers, doctors, lawyers, engineers) and uses them for complex tasks like red teaming and benchmark grading.
Can I use Get It on a mobile device?
No, Get It is desktop-only; the data lists it as 'not for' mobile users.
Which tool is better for open-source enthusiasts?
Get It is open-source and encourages contributions; Surge is proprietary.
What recent benchmark did Surge launch?
Surge recently launched Riemann-bench for extreme math, GDP.pdf for PDF understanding, and ComplexConstraints for instruction following.
Does Get It support any integrations?
No integrations are listed for Get It; Surge offers Python SDK and REST API.
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Last reviewed: July 7, 2026