Prompt Guides · 12 min read
The complete guide to production-grade prompting
A field manual for consistent, on-brand results — structure, references, seeds and the parameters that actually matter.
Iris Tanaka
Lead Applied Researcher
Prompting is a craft, not a guess
Production prompting is repeatable. This guide covers the structure that gets reliable results, the references that lock a look, and the parameters worth tuning versus the ones safe to ignore.
Structure first
Lead with the subject, then composition, then lighting, then medium. A consistent order makes results reproducible and failures diagnosable.
Lock with references and seeds
References hold the aesthetic; seeds hold the variation. Together they turn a lucky generation into a process you can run a hundred times.
The best prompt is the one you can hand to a teammate and get the same image back.