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lock-in

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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

Fine-Tuning as Lock-In: AI-Native SaaS Retention Lever

How fine-tuned models in AI-native SaaS create a uniquely durable form of customer lock-in — and the strategic decisions vendors and buyers face as fine-tuning becomes a standard enterprise AI deployment pattern.

9 min read