Generative AI Implementation Guide

Generative AI products require equal focus on user experience, safety, and operational cost.

Start with a Real Problem

Map the workflow you want to transform and identify the exact point where generative responses add human-level value.

Layer retrieval, prompting, scoring, and guardrails in modular services. This enables targeted improvements without rework.

Collect structured feedback on accuracy, tone, and compliance. Use rubric-based scoring to prioritize prompt and data updates.

Cache frequent responses, batch offline jobs, and experiment with distilled models to keep unit economics healthy.

Ship quickly but responsibly. Iteration speed matters only when paired with measurable quality controls.

Editorial Team

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