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Education

LLM-maintained wiki for education startup development

Education is broken and it's high time to fix it.

Content Catalog​

Current Status: Growing (50+ files)

Product Concepts​

Pedagogy & Learning Science​

pedagogy/ folder:

Competitors​

competitors/ folder: Competitors

MOOC & Online Learning Platforms:

  • Coursera Analysis - MOOC leader, 168M learners, $695M revenue, enterprise-first pivot
  • edX Analysis - MIT/Harvard platform, 86M learners, 2U acquisition, bankruptcy crisis
  • Khan Academy Analysis - Free education pioneer, 150M learners, GPT-4 powered Khanmigo
  • freeCodeCamp Analysis - 100% free nonprofit coding education, 350K monthly users, 40K+ employed alumni, 11.3M YouTube subscribers, sustainable donation model

Technical Assessment:

AI Tutoring & Personalized Learning:

K-12 Tutoring:

India EdTech / Test Prep:

  • Unacademy Analysis - India's largest edtech, 60M users, 85% valuation decline, upGrad acquisition
  • PhysicsWallah Analysis - Only profitable edtech unicorn, ₹3K-10K/year (3-5x cheaper), bootstrap-to-IPO, $2.8B valuation, 10:1 to 80:1 LTV/CAC ratio
  • Testbook Analysis - Government exam test series specialist, 30M users, 4M paid, profitable since 2022, ~$42-48M revenue, 13-15% conversion, ₹500-2,999 pricing, 80+ languages, exam-realistic interface
  • Careers360 Analysis - Career counseling & college information leader, 400M sessions/year, 18.3M monthly visits, 68.8% organic search, SEO-dominant, bootstrapped profitable, IIPM scam expose credibility, free predictor tools, multiple revenue streams
  • Shiksha Analysis - Info Edge owned career portal (Naukri.com sibling), 8-12M monthly visits, 2M+ users, 35K colleges, study abroad focus (₹50K-200K fees), ecosystem integration advantage, weaker SEO than Careers360, corporate-backed

New Age Schools & Alternative Education:

Consolidated Platform Analysis:

  • Consolidated EdTech Platforms - 20+ platforms: AI tutors (YouLearn, Tutor AI, Disha AI, Knowunity), edtech (Infinity Learn, Seekho, Unstop), bootcamps (Emeritus, Masai School, GrowthX), LMS (Frappe, Graphy, Edmingle)

Market Research

Technical Feasibility:

  • AI Question Generation Feasibility - Architecture, costs, implementation phases, risk analysis
  • Adaptive Learning Platform Technical Feasibility - Complete 2026 implementation guide: Next.js 15/React 19 stack, BKT/IRT algorithms with code, database schemas, AI question generation (Claude 3.5 Sonnet), content curation, salary intelligence APIs, $494/month MVP, 18-month roadmap, ₹4 crore → ₹129 crore ARR projection

Strategic Context​

Strategic Planning​

  • Founder's Strategic Brief - Market entry strategy: Hidden opportunity (MOOC collapse + AI disruption), critical insights (enterprise B2B economics, real adaptivity vs AI wrappers, outcomes-based pricing), counter-intuitive anomalies (premium beats freemium, cheap+lean beats VC-backed, bold claims work), business model fork (PLG vs Enterprise), stress test (WTP validation, AI quality, skill-salary mapping), MVI (AI question generation + algorithmic adaptivity + salary tracking = 10x economics). Recommendation: $500K-1M seed, PLG-first hybrid, 18-month path to $12M ARR.

Documentation​

  • CLAUDE.md - LLM wiki maintenance guide
  • log.md - Activity log (chronological record)

People​

  • Maheshwer Peri - linkedin.com/in/maheshwer-peri-1723ba3b/
  • former president and publisher of the Outlook group
  • I am a dreamer. I dream of an equal world. A fair world. A world where every one has equal opportunities and a fair shot at fame. A world that is rational, questioning and has heaps of scientific temper co-existing with trust and faith. I want to create an enterprise that impacts, influences and transforms careers and lives.
  • I also believe that in a country like India, the only tool of empowerment is education. Good education can make billionaires out of paupers and bad education can do the opposite. If India has to claim its demographic dividend, we need to invest in our children, our youth through education. A misguided young population can quickly turn into a nightmare. I hope that I will be that spark that keeps fighting in small bits for India to be where it deserves. Dr. Man Mohan Singh and Dr.Kalam are my heroes – from how they were best students to become great leaders.
  • My ability is limited. My reach is limited. My influence is limited too. But the power of my dreams is powerful. And so, I created a platform, Careers360.com, where 400 million sessions happen every year; 60 million students and parents visit each year. 5 million students register and use our tools and products every year.
  • I am not a magician. I am a believer – in goodness, impact and change. I will fall. I will fail. But I will get up.
  • Because I believe in my idea and the change it can bring. If you are a believer to, feel free to join forces!
  • Maheshwer Peri on how he won the legal battle against IIPM's Arindam Chaudhuri
  • IIPM - Best only in claims?
  • Maheshwer Peri’s long way around
    • Peri is also something of a puritan. He is vegetarian, does not drink or smoke and avoids social occasions. His abstemious nature is a subject of bemusement among his friends.
    • I will be the one to bell the cat. I am belling the cat
  • After Exposing IIPM - Why Vivek Bindra Is Next | Maheshwer Peri On The State of Indian Education - YouTube

Quotes​

Education's purpose is to replace an empty mind with an open one.

Equal access to quality education for everyone

Those who can do - do, those who can't - teach

Microcredentials

Highly personalized education for each person

  1. Tab + earphone for everyone
  2. Everyone will be quizzed and taught about something+ practical hands on learning
  3. Create an app, that will tell kids to do everything, along with sending items for art and craft, it should be multi modal live 24x7, digital tutor