Why Your SaaS Needs AI-Ready Interfaces: Architecture Lessons from Three Products

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From Gemini-only to a Multi-LLM fault-tolerant architecture — the pitfalls, lessons, and 7 things you should do right now, validated across three Ultra Lab products.

Published 31 Mar 2026
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