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Q3 2026 · Deploy Frequency Spike · EdTech
4 edtech startups currently classify under the deploy frequency spike signal in Q3 2026. ccao-data leads with 1 commits over 14 days (+999%). Startups whose commit velocity increased 150%+ versus baseline — the team is shipping code at an unusually high rate.
EdTech × Deploy Frequency Spike data last verified:
Investor insight
Deploy frequency spikes indicate a product launch, rapid iteration on customer feedback, or a competitive response. All are potential indicators of product-market fit and interesting timing for investors.
| # | Company | Stage | Geo | Commits (14d) | Change | Contributors | Contrib. Growth | New Repos | Signal |
|---|---|---|---|---|---|---|---|---|---|
| 1 | ccao-data The CCAO's Data Department creates models, tools, and analyses to improve Cook County's property tax system View signal profile → | Pre-seed | Unknown | 1 | +999% | 6 | +0% | 0 | Deploy frequency spike |
| 2 | The-Mu-Foundation Non-profit, startup, free, adaptive, science-based trainer View signal profile → | Series A/B | Unknown | 2 | +999% | 22 | +0% | 0 | Deploy frequency spike |
| 3 | KDE Official read-only mirror of the KDE project. Please don't send pull requests; to contribute code see https://community. View signal profile → | Growth | Unknown | 5 | +400% | 100 | +0% | 0 | Deploy frequency spike |
| 4 | learningeconomy Agency & Opportunity For All View signal profile → | Seed | Unknown | 47 | +176% | 15 | +18% | 0 | Deploy frequency spike |
Sorted by commit velocity change (14-day window). Last updated Q3 2026.
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.
4 edtech startups currently classify under the deploy frequency spike signal in Q3 2026. ccao-data leads with 1 commits over 14 days (+999% change) and 6 active contributors.
Deploy frequency spikes indicate a product launch, rapid iteration on customer feedback, or a competitive response. All are potential indicators of product-market fit and interesting timing for investors.
Startups whose commit velocity increased 150%+ versus baseline — the team is shipping code at an unusually high rate.