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From AI Prototype to Production: What Changes

What it takes to move an AI demo into a reliable product: evaluation, reliability, observability, security, cost control and ownership.

Format
Guide · Advanced
Level
Advanced
Length
10 min read
Updated
Sep 2026
Topics
AI prototype to production, production LLM application, LLMOps

Why demos are misleading

An AI prototype can look impressive after a few days of work because it is tested on friendly examples. Production means handling every kind of input, every day, at a predictable cost. Most of the work lies in that gap.

Read the full guideGuide · Advanced · 10 min read
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