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Q3 2026 Rankings
EdTech signals are mixed: consumer platforms in maintenance mode, institutional B2B showing the energy.
Key Takeaway
In Q3 2026, 7 of 21 tracked edtech startups show positive engineering acceleration. ccao-data leads with 1 commits over 14 days (+999% change). The dominant signal pattern is "Framework migration". Average sector commit velocity is 52 commits per 14-day window. These engineering momentum signals have historically preceded fundraise announcements by three to six weeks.
Data sourced from public GitHub activity. Read our methodology
Sorted by commit velocity change (14-day window, descending). Top 3 highlighted. Data last updated Q3 2026.
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Projected lead-time window
≈21-day lead window
Projected next milestone
Public launch / release
The free Sunday digest puts ccao-data and 20 other EdTech startups this period in context — 14-day acceleration deltas, contributor maps, and the top names not on Crunchbase yet. Five names every Sunday, no card, no code-reading.
Unlock with email →Projections are model estimates derived from each org's public commit signal and the SSRN-published methodology — not statements of fact. Cross-reference with primary sources before acting.
The free Acceleration Watch: five venture-backed teams accelerating on the engineering signal, translated into plain English — 21 to 47 days before the deck circulates. No code-reading, no card.
Best of 2026
Top EdTech startups ranked across all 2026quarters →
Q3 2026 vs Q2 2026
How EdTechcommit velocity has shifted quarter-over-quarter →
By signal type in this sector
By stage
In Q3 2026, we are tracking 21 edtech startups with measurable GitHub engineering signals. 7 of 21 show positive commit velocity growth. The most common signal type is "Framework migration", observed in 9 of the tracked companies. The average 14-day commit velocity across the sector is 52 commits, with ccao-data leading at 1 commits (+999% change). These patterns have historically preceded fundraise announcements by three to six weeks.
ccao-data leads the edtech sector in Q3 2026 with 1 commits over a 14-day window, representing a +999% change from the prior period. With 6 active contributors, ccao-data is showing a "Deploy frequency spike" pattern — one of the more reliable leading indicators of a significant product milestone or fundraise.
Among the 21 edtech startups we track, US accounts for the highest concentration with 6 teams. Startups transforming education through adaptive learning and institutional software. Geographic distribution matters for investors because engineering talent clusters correlate with sector-specific domain expertise and proximity to early adopter customers.