Enhance prompt with AI

Overview

Enhance prompt with AI lets you start from a simple prompt; the system then analyzes and generates an optimized prompt to improve stability and repeatability of results. The feature works in two cases: With a reference image—the system analyzes the reference’s attributes (style, lighting, materials, colors, viewpoint, etc.) and produces an optimized prompt to apply to the source image in line with that reference. Without a reference image—the system suggests the most suitable attributes and builds an optimized prompt from the source image and the goal you describe.

Who it is for: Beginners who want good results without writing long prompts; anyone who needs consistent style across multiple images or boards; instructors and mentors who want students to follow a clear, repeatable way of writing prompts; small teams and studios that want to standardize prompt writing quickly.

When to use it: Use this feature when you want to go from a short prompt to a clear, structured prompt with one click; when you have a reference image and want the system to extract style/lighting/materials and apply them to the source image; when you have no reference but still want a better prompt for more stable results; or when you want to cut down on trial-and-error when writing prompts manually.

Prompt field and Optimize button

What It Solves

User problem(s): Short prompts are often vague and lead to inconsistent results. Long prompts are hard to write, hard to standardize, and hard to teach. When users have a reference image, they often don’t know how to describe it accurately in text.

Why this feature exists: The feature helps translate your intent into a clearer prompt by analyzing the reference image (if any) to extract visual attributes, or by suggesting suitable attributes when there is no reference, then generating an optimized prompt for you to reuse in your workflow.

Expected outcome: Clearer prompts lead to more stable results, easier repetition of style across runs, less trial-and-error, and easier sharing in studio or class.

Key Capabilities

Enter a short prompt and click Enhance prompt to generate a more detailed prompt.
Automatically analyze reference images to extract suitable attributes (when a reference is provided).
Suggest optimal attributes when no reference image is used.
Let users view, edit, and reuse the optimized prompt in subsequent runs.
Save history to compare before/after (depending on workflow).

How It Works (Workflow)

Step 1 /4

(With reference) Select the source image (input) and add a reference image if your workflow uses one.

Step 2 /4

(With reference) Enter a short prompt describing your goal (e.g. “modern townhouse, clean, minimal”).

Step 3 /4

(With reference) Click Enhance prompt.

Step 4 /4

(With reference) The system analyzes the reference to extract visual attributes (style, lighting, materials, colors, viewpoint, etc.) and generates an optimized prompt for the source image.

Inputs

Main prompt (short, describing the goal).
Source / input image (if required by the workflow).
Reference image (optional; improves optimization when provided).
Workflow / board context (depending on workflow).

Outputs

Optimized prompt (more detailed and clearer).
When applicable: list of attributes inferred or suggested.
History for comparison and reuse of the prompt in later runs.

Controls and Parameters

Initial prompt — The short prompt you enter to describe your goal. The clearer it is (goal, desired style), the closer the optimized prompt will be.
Enhance prompt button — Triggers analysis and generation of the optimized prompt in two modes: With reference—prioritizes learning attributes from the reference image. Without reference—prioritizes suggesting attributes that fit the source image.
Optimized prompt — The prompt produced by the system. You can use it as-is to run generation, edit a few details to match the brief, or save it to reuse in other boards or workflows.

Common Use Cases

When you have a style reference: use Enhance prompt to capture the right material/lighting/color vibe without writing long descriptions.
Standardize prompts for class: students enter short prompts and the system produces a consistent prompt so everyone can compare easily.
Improve consistency across a series: use the same optimized prompt for multiple scenes in one project.
Reduce trial-and-error: avoid writing long prompts from scratch; optimize first, then refine.

Limitations and Known Behaviors

If the reference image is too blurry, too different in context, or contains many mixed elements, the optimized prompt may be less stable.
A very vague initial prompt can lead to an overly broad optimized prompt.
Optimization quality depends on the workflow, model/tier, and quality of input and reference images.

Best Practices

Write a short initial prompt that clearly states the goal (building type, mood, style).
When you want to match a specific vibe, use a reference image with lighting, materials, or composition close to your target.
After optimizing, change only one or two details then run again to compare.
Save your best optimized prompt as a template for similar boards.

Audit Evidence

Enhance prompt with AI is part of the workflow in NamO Academy Studio. Users operate in project and board context; the initial prompt, optimized prompt, and outputs are stored per run to support comparison, reuse, and process standardization.

Operational Notes

At a high level, Enhance prompt with AI uses the same platform infrastructure as other NamO Academy Studio workflows. Behavior may vary by system configuration, workflow, and model/tier.