State of Low-Code Machine Learning in 2026: Why Deployment Takes 4.5 Months

TL;DR: Everything you need to know about low-code machine learning deployment According to G2’s analysis of 3,400+ verified machine learning platform reviews, low-code ML platforms take an average of 4.5 months to go live, the slowest time-to-deployment of any machine learning category on G2, and 2.6x slower than data labeling tools at 1.7 months. Enterprise buyers of low-code machine learning platforms wait 5.47 months to go live versus 2.75 months for small businesses, and once live, adopt the fewest licensed seats, at 35.5% against 49.0% at small businesses. All four vendors surveyed indepe