lrnos vs Surge AI
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | lrnos | Surge AI |
|---|---|---|
| Pricing | Freemium (Pro/Lifetime tier) | Contact sales (custom pricing) |
| Target User | Students and self-learners | AI labs and enterprise ML teams |
| Core Function | Personalized study plans from uploaded materials | Expert human feedback for AI training & evaluation |
| Key Features | Adaptive quiz generation, concept mapping, daily plans | RLHF data collection, red teaming, proprietary benchmarks |
| Integrations | Upload from PDF, Word, YouTube, etc. | Python SDK, REST API |
| Best For | Covering syllabi efficiently with structured daily plans | Rigorous human feedback for frontier AI alignment |
lrnos is an AI study planner that turns your real university courses, lecture slides and recordings into lessons, practice and a daily plan.
Visit Website
Expert human RLHF data, red teaming, and public benchmarks like GDP.xlsx and the Tuesday Work Index for frontier AI labs.
Visit WebsiteWhat real users say: lrnos 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.
lrnos
1 mentions across 1 sources · 50% positive — mixed (averaged across 1 source)
Product Hunt
What users praise
- • Upload any file type (PDF, slides, video) and get study plans.
- • Adaptive quizzes (cloze, Q&A, MCQ) generated from your own notes.
- • Daily plans remove guesswork of what to study next.
- • Star-based mastery tracking shows progress at a glance.
What frustrates them
- • Almost no user feedback available—risk of unknown issues.
- • Free tier too restrictive (3 uploads/month) for meaningful trial.
- • No integrations with other study tools or platforms.
- • Priority processing for paid users suggests slow free tier.
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
- College student preparing for examsPick: lrnos
lrnos turns lecture notes and slides into daily study plans with adaptive quizzes, perfect for covering syllabi efficiently.
- AI startup fine-tuning a language modelPick: Surge AI
Surge provides expert human feedback for RLHF and custom benchmarks to improve model alignment.
- Language learner wanting structured studyPick: lrnos
lrnos supports translation and study plans from various file types, ideal for learning Arabic, Turkish, or English.
- AI safety researcher red teamingPick: Surge AI
Surge's expert red teaming and adversarial testing with complex benchmarks expose model weaknesses.
Frequently Asked Questions
Q: What file formats does lrnos support?
A: PDF, Word, PowerPoint, Excel, images, audio, video, web articles, and YouTube links.
Q: Does Surge AI offer automated evaluation without human graders?
A: No, Surge is built around expert human evaluators for tasks like RLHF and red teaming.
Q: Can lrnos create quizzes from my own notes?
A: Yes, it generates cloze, Q&A, and MCQ quizzes directly from your uploaded materials.
Q: What is the Antidote leaderboard from Surge AI?
A: It's a leaderboard where AI models are graded by expert doctors, lawyers, and senior engineers.
Q: Is lrnos suitable for offline use?
A: lrnos requires an internet connection; it is not built for offline desktop or mobile apps.
Q: How does Surge AI pricing work?
A: Pricing is custom and based on project scope, workforce needs, and volume; contact sales for a quote.
Q: Does lrnos have spaced repetition like Anki?
A: No, lrnos uses adaptive daily study plans, not traditional spaced repetition.
Q: What recent benchmarks did Surge AI release?
A: Surge released Riemann-bench (extreme math), GDP.pdf (real-world PDFs), ComplexConstraints, and EnterpriseBench for RL environments.
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Last reviewed: July 2, 2026