Tag

AI adoption

2 articles

Retention

Customer Prompt Portability: AI-Native SaaS Lock-In

How customer prompts, system instructions, and prompt libraries accumulated in AI-native SaaS platforms create switching costs and lock-in dynamics — and what this means for both vendor retention strategy and buyer procurement strategy.

9 min read
Retention

AI-Native SaaS Trust Erosion: Leading Signals

The behavioral and usage signals that indicate customers are losing trust in AI-native SaaS output quality — and the customer success playbook for detecting and reversing trust erosion before it reaches churn.

10 min read