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# AI Products Ship Faster Than Customers Can Adopt
- URL: https://adjacent.media/signals/ai-products-ship-faster-than-customers-can-adopt/
- Published: 2026-09-27T16:15:41.000Z
- Updated: 2026-09-27T16:15:41.000Z
- Description: As AI-native companies release new features and capabilities weekly or biweekly, customer expectations and workflows lag dangerously behind—creating friction where customers signed up for one product but inherit a different tool.
- Author: Jonathan Greene
- Tags: #signal, theme-consumer, platform dynamics, customer trust, product volatility

Source: [Hakan⚡The CS Café](https://open.substack.com/pub/thecscafe/p/continuous-customer-onboarding-release-adoption)

As AI-native companies release new features and capabilities weekly or biweekly, customer expectations and workflows lag dangerously behind—creating friction where customers signed up for one product but inherit a different tool. This acceleration mismatch inverts traditional SaaS dynamics: instead of customers demanding features, companies are now pushing complexity onto users who haven't internalized the previous version, forcing teams to constantly re-evaluate whether the product still solves their original problem or has become unrecognizable.