Tag

fine-tuning

2 articles

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.

May 31, 20269 min read

AI-Native SaaS

AI-Native SaaS: RAG vs. Fine-Tuning Margin Impact at Scale

A gross margin comparison of RAG (retrieval-augmented generation) vs. fine-tuned models for AI-native SaaS products — the upfront and ongoing cost structures, the breakeven volume, and when each approach is the right margin decision.

May 31, 202610 min read