Use Case: Known Subject Consistency

Generate Images with a Known Subject

Use Content Studio to generate images that keep a subject’s visual identity consistent across multiple outputs — whether it is a person, product, mascot, or brand element.

How It Works

Prompt with Subject Name → Consistent Output

A workflow for teams that need reliable subject identity, not random look changes.

1) Set Up a Reference Subject

Create a named subject (for example, “Katja” or “Product X Bottle”) and upload reference photos so Nilo can learn the subject’s appearance.

2) Prompt by Name

In Content Studio, mention the subject in your prompt: “Katja walking through a park in autumn” or “Product X Bottle on a clean studio background.”

3) Generate with Identity Stability

Nilo uses the subject’s reference images and appearance details to preserve the same visual identity across scenes.

What You Can Do

Subject-Aware Image Workflows

Use Named Subjects in Prompts

Mention subjects directly by name and let Nilo resolve their reference profile automatically.

Start from Subject Detail Pages

Launch generation from a subject context when you want to pre-select a person, product, or mascot and stay consistent from the first prompt.

Work Across Project Scope

Use subjects in the active project and shared/default project where applicable.

Requirements & Limits

What to Prepare for Best Results

Reference Setup Required

Subjects must be configured as reference entries with uploaded reference photos before they can be used reliably.

Photo Quality Affects Consistency

Consistency improves with high-quality, varied reference photos (front, side, and back views).

Fine-Grain Details May Vary

Very distinctive micro-details (for example, specific scars or tattoos) may not always reproduce perfectly.