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Period-over-period comparison of ai & machine learning startup engineering acceleration. How has the sector's engineering momentum changed between Q3 2025 and Q4 2025?
Startups (Q4 2025)
15
Startups (Q3 2025)
15
Avg Velocity (now)
183
Velocity Trend
-13%
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.