EdTech: reroute the energy.
EdTech is cheap to ship and slow to monetise, most founders should reroute.
Scope: K-12, higher-ed, workforce learning, corporate L&D, tutoring AI, assessment, accreditation infrastructure, language learning.
TL;DR, EdTech
EdTech is cheap to ship and slow to monetise, most founders should reroute.
Quadrant: Reroute the energy , Low cost-to-build, low deal-velocity. Cheap to ship, slow to close, most founders should re-route into adjacent sectors with cleaner deal mechanics.. Data refreshed weekly.
Build-vs-invest scoring measures engineering cost-to-velocity ratio across GitHub organizations: a sector where high commit velocity co-occurs with low cost-per-commit is a build signal (founder-addressable); high velocity with high cost is a fund signal (capital-intensive, institutional). All scores are derived from the SSRN panel dataset and update with each weekly data refresh.
Cost-to-build
32/100
Indie founders consistently ship working EdTech in under a quarter. The harder cost is the 12-18 month procurement cycle.
Deal-velocity
38/100
Engineering acceleration in EdTech rarely compresses below 16 weeks, the signal is real but the funding window is slow.
Live signal: 37 edtech startups currently tracked for Q3 2026. See the roster →
Where EdTech lands
Build
Build it yourself
Fund
Write the cheque
Avoid
Reroute the energy
Wait
Wait or partner
Low cost-to-build, low deal-velocity. Cheap to ship, slow to close, most founders should re-route into adjacent sectors with cleaner deal mechanics.
The honest version
What the score is really saying.
The cost-to-build is low because the engineering surface is well-understood, but the deal-velocity score is below the cross-site median. Procurement is slow, budgets are politicised, and the post-AI consumer-side has compressed margin. The honest answer is most EdTech ideas should be rerouted into adjacent sectors, workforce-learning, recruiting, or vertical AI, where the deal mechanics are cleaner.
If you are building
The indie playbook.
Fits when: You are shipping a workforce-learning tool sold to L&D budgets, not an institutional K-12 product sold to school districts.
- 1Avoid public-sector procurement entirely on the first product.
- 2Pick a budget owner with quarterly discretionary spend (L&D, manager-level) rather than annual board-approved spend.
- 3Treat the consumer-side as a pricing trap, premium-only or freemium-with-clear-paid-trigger.
If you are funding
The investor playbook.
Fits when: You have a portfolio thesis around workforce learning specifically, not consumer or K-12.
- 1Underwrite procurement-path risk explicitly, treat institutional deals as 2× the announced cycle.
- 2Favour B2B workforce-learning sub-niches with discretionary budget owners.
- 3Be patient on consumer-side commits, the velocity signal lags consumer-side revenue by an extra quarter.
Frequently asked questions.
Why is EdTech in the avoid quadrant?▾
Because the build cost is low and the velocity is low. That combination kills time-to-cashflow more reliably than either one alone. Reroute to adjacent sectors where the deal mechanics close faster.
What sub-niche actually works?▾
Workforce learning sold to L&D budgets, particularly anything that compresses certification, onboarding, or compliance training. Consumer and K-12 are the failure modes.
Same quadrant, different sectors.
Web3
Web3 is cheap to build and slow to close, the most over-tagged sector on the site.
Gaming
Gaming is the most hit-driven sector we track, neither quadrant is a default.
Social & Community
Social-and-community is the cheapest sector to build and the hardest to monetise, build with audience or skip it.
See the full matrix.
Every sector we track lives somewhere on the 2×2, the index page groups all 20 verdicts in one place.
When the verdict isn’t enough
You read the quadrant. Now you want the names.
The free Monday email tells you which way the wind is blowing. If edtechis the call you’re weighing this quarter, two faster moves: pull the live teardown on this one sector, or watch every sector week over week so you see the team pulling ahead before it shows up in someone’s deck.
Pressure-test one sector
€7
One sector, one teardown, one sitting. The same read your analyst would spend an afternoon on, who’s shipping like they’re about to raise, and who just looks busy. Cheaper than the coffee you’d buy to ask around.
Test one sector, €7 →Watch it move every week
€49/mo
The standing dashboard across every sector we track, so the team that quietly doubled overnight lands in front of you, not in front of the partner who beat you to the term sheet. The deck lags the work by 21 to 47 days; this is where you spend that head start.
Get the dashboard, €49/mo →