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AI · 8 min read
AI assistants that actually ship to production
Evaluation, guardrails and retrieval: the unglamorous parts that decide whether an AI feature works.
By the Vynora team · 22 July 2026
Demos are easy; reliable AI features are not. The difference is evaluation. Build a test set of real questions before you build the prompt.
Ground answers in your own documents with retrieval, cite sources, and refuse when the answer is not in the data.
Add guardrails, logging and a human escalation path. Treat the model as a component you can swap, not as the product.