Why Most EdTech Startups Don’t Scale—And What Needs to Change
- Krzysztof Kosman
- Jul 24
- 5 min read

Is EdTech Broken at Scale? A Hard Look at the Startup Graveyard
Think back to the last ten years of dramatic promises in education technology: personalized learning, global classrooms, a software revolution that was supposed to change how we learn and who gets to learn. But here’s a blunt question: If EdTech is so transformative, why do so few EdTech startups break out and scale globally? Despite billions in venture funding and a parade of energetic founders, even the most celebrated platforms rarely become household names outside niche markets. The difficulty of scaling EdTech isn’t just a startup problem—it’s a signal about the stubborn realities of education, technology, and culture. For investors, educators, and software teams in the education sector, understanding why even great EdTech products struggle to scale is more relevant than ever.
The Context: Why Now?
EdTech had a banner year in 2021, fueled by the pandemic’s sudden shift to remote learning. Startups like Duolingo, Coursera, and BYJU’S convinced many that the sector had finally found its wings. But beneath the headlines, the pattern persisted: a handful of survivors, a graveyard of failed launches, and a stubborn reality—most EdTech ideas, even with clear demand, are painfully difficult to scale. Gianluca Segato, former EdTech founder, notes in his widely-shared essay "Why Edtech Startups Don’t Scale", “Inter-market differences are profound, almost unshakable, and extremely granular.” His experience with Uniwhere, once a leading Italian student app, illustrates the core dilemma: dazzling product-market fit at home, but significant friction and failure abroad. Recent stories from EdSurge and EdSys echo a similar reality: technical innovation is necessary, but never enough. The global EdTech sector is littered with products that were technically sound, cleverly marketed, but ultimately unscalable. Why is this the case when in other tech sectors, scale feels almost frictionless? Let’s dig deeper.
5 Reasons EdTech Startups Rarely Scale
1. Geographic and Cultural Silos: There’s No “Global Classroom”
Unlike SaaS products, entertainment, or social apps, education is deeply local. Curriculum, culture, attitudes toward learning, and regulatory frameworks vary dramatically between (and even within) countries. As Segato points out, “The education market is geographically siloed, making it hard to follow the typical growth playbook.” For example, Handshake thrived as a U.S.-centric internship platform, but would struggle in Germany (where college is free and career paths differ). Tutoring platforms in Korea might bomb in countries where tutoring isn’t normative. For software teams, this means: every time you cross into a new geography, you’re not just translating content—you’re essentially rebuilding your product for new realities. Most EdTech products that succeed locally simply don’t transfer without huge pivots.
2. Misaligned Incentives: The User Isn’t The Buyer
In EdTech, the person who pays (often parents, governments, or institutions), isn’t the end user (students or teachers). This is critical. It’s different from, say, streaming apps (where the consumer and payer are usually the same). As a result, startups design products to appeal to the buying authority—often prioritizing compliance, reporting, or features for parents and teachers, not necessary student learning. This leads to balkanized products, a race to the bottom on price or quality, and high churn. Gianluca Segato observes: “Ed-tech companies end up optimizing for the buyer demands, rather than for meaningful user experiences.” The mess of conflicting interests across stakeholders makes elegantly scaling a product nearly impossible.
3. The Monetization Trap: Education Is Slow, Payoff Is Later, and No One Likes to Pay
What about adult learners, who should (in theory) be eager buyers? Here’s the psychological wrinkle: most people dislike investing time and money into education when the payoff is far away (the classic “marshmallow test” dynamic). Startup solutions exist (cohort-based courses, gamification, income-sharing agreements), but all bring their own scaling headaches. Cohort-based courses thrive in small, intimate groups but trade off quality when scaled. Gamification (think Duolingo) leads to sticky, addictive products, but arguably delivers engagement more than real learning. BloomTech (formerly Lambda School) tried income sharing for bootcamps, but quality and financial sustainability didn’t scale. The lesson: The business models that work for streaming or e-commerce can’t be copy-pasted into education, which is perceived as a ‘need’ but resisted as a ‘purchase.’
4. The Product/Quality Paradox: Scale vs. Impact
Digital products can deliver content to millions, but education’s most powerful forms depend on relationships, context, and adaptation. The very features that make an EdTech solution effective in one setting—customization, peer interaction, connection—are costly and brittle at scale. For instance, cohort-based MOOCs (massive open online courses) started with buzzy promises but plateaued. Only a small percentage of users complete them, and the market for high-priced, personalized training is limited. As Segato reasons, “You’ll either find companies with high PMF (product-market fit) that never scale beyond their initial successes, or companies that can scale but can’t achieve high PMF because regional players will always build better products.”
5. Edutainment’s Seduction—and Limits
Many successful ‘scalable’ products (think MasterClass, Duolingo, Morning Brew) are essentially edutainment. They entertain and inform, but rarely lead to transformative learning or behavior change. This is crucial for founders: you can scale a business that satisfies curiosity (with bite-size, passive consumption), but true education requires struggle, effort, and time—traits ill-suited to viral growth. As Segato writes, “Edutainment is pleasant and immediately satisfying… But while it may effectively convey knowledge and information, its memory decay curve will be steep. It doesn’t accrue to actual new skills or long-term retention.”
Real-World Perspectives: Three Telling Stories
Uniwhere’s Regional Fit, Global Challenge: Gianluca Segato’s Uniwhere app for Italian college students hit perfect market fit in Italy but failed to expand into North America or other European countries, forcing a sale. (Source: Segato, 2025)
Lambda School/BloomTech’s Monetization Pivot: Lambda School popularized income sharing agreements to make coding bootcamps accessible, but aggressive financial engineering and poor outcomes led to regulatory and reputational backlash. (Source: CFPB, 2023)
Duolingo: Winning at Engagement, Not Necessarily Education: Duolingo’s explosive user growth and soaring valuation ($24B+) stem from gamified features. But critics suggest it’s more mobile gaming than effective language instruction, prioritizing stickiness and fun over hard learning. (Analysis: Edutainment is not learning)
What Should You Rethink?
If you’re building, funding, or integrating EdTech:
Accept the Silo: Scaling in EdTech will always require significant rework for each geography, culture, and customer segment. Instead of forced global playbooks, winners often specialize deeply, then cautiously expand with heavy local adaptation.
Obsess About the Real User: Never forget the gap between who writes the check and who uses the product. For genuine adoption, build for learners—then layer in the features buyers need, not vice versa.
Be Honest About Business Models: Free, ad-based, or direct-pay? Many EdTech companies fail because the business model is forced onto reluctant markets. Validate payment habits early and expect extra-long sales cycles in education.
Aim Beyond Edutainment—If You Can: It’s easier (and more lucrative) to inform than to truly educate. If your mission is impact, design for cognitive struggle, community, and accountability—even at the expense of short-term engagement metrics.
Look to AI and Data—Carefully: The new wave of AI and personalization holds potential for breaking synergy between scale and customization. But these too come with new costs, regulatory headaches, and stiff competition from giants like ChatGPT and Google.
In Conclusion: No Silver Bullet, But a Need for Humility and Innovation
The central lesson is humbling: Even in an age of hypergrowth and instant global reach, education is one of the few domains stubbornly resistant to the old software scaling playbook. The upside is clear—when a new model works, it can touch millions of lives and transform societies. But beware the temptation to believe that clever code or flashy engagement tricks alone will get you there. So—will AI-powered personalization be the lever that finally allows EdTech to scale without losing its soul? Or will successful EdTech remain stubbornly local, personal, and unscalable by design? What would make you bet, as an EdTech founder, on the next big idea: radical product localization, hard-nosed business model discipline, AI-driven adaptation, or something else entirely? One thing is certain: The next EdTech unicorn will be built by those who embrace, not fight, these unglamorous truths.