Overview

Scenario

You are launching AI image generation for marketing or product workflows and need repeatable output quality, clear ownership, and policy-safe operations.

Steps

Define your first business scenario and output channel.
Create a shared prompt template for your team.
Set one review checklist before publishing any asset.
Store prompt, source image, and export metadata together.
Run weekly audits on random samples.

Parameter Guidance

Output ratios: define by channel before generation.
Resolution: use 1K for drafts and 2K/4K for delivery.
Variant count: start with 3 variants per request to control review cost.
Prompt constraints: include explicit "must keep" and "must avoid" clauses.

Failure Troubleshooting

Symptom: Visual style changes too much between outputs

Fix:

Lock style terms and lighting terms in one template.
Change only one prompt section per iteration.

Symptom: Asset looks good but does not fit placement

Fix:

Set ratio and composition intent first.
Add text-safe area constraints in the prompt.

Compliance Boundary

Use only assets that your team owns or is licensed to edit.
Do not use generated visuals for deceptive claims.
Reject requests that fall into restricted or prohibited categories.

FAQ

Which workflow should teams start with first?

Start with low-risk, high-volume tasks such as product background replacement or social cover adaptation.

How much process is enough for small teams?

A shared prompt template plus one QA checklist is the minimum baseline for stable production outputs.