Research case R4
Design AI · Schemas · Product Development
Design Prompt Studio
A workspace for preparing design prompts with clear source references, constraints and review checks.
Design prompt studio / research prototype
Keep design intent and constraints together, from source to prompt.
An interactive reconstruction of the product concept. Controls update a local prompt preview; no image generation service is connected.
SOURCE VIEW / GEOMETRY REFERENCE1 : CONCEPTThe challenge
Unstructured prompting makes design intent, geometry constraints, source-image context and review decisions difficult to preserve and reuse.
Visual AI work can lose the original design intent when geometry, camera position and reference material are buried in free-form prompts. That makes results difficult to compare or repeat.
The approach
I am exploring a structured brief with explicit design controls, constraint locks and a preflight check. The designer can review the prompt before it is exported to a visual platform.
System
Select a step to see its role in the work.
01Project brief
State the design question, source material and intended visual output.
02Structured schema
Place the brief into consistent fields so it can be reviewed and reused.
03Design controls
Expose camera, material and composition choices to the designer.
04Constraint locks
Identify geometry or reference elements that should remain unchanged.
05Preflight
Check missing inputs and conflicting constraints before prompt export.
06Platform-aware prompt
Format the reviewed brief for the selected visual-generation platform.
07Human review
Compare the generated result with the brief before any use or publication.
08Export
Keep the approved prompt and its constraints available for later work.
Current position
This is a personal research prototype. The public case does not claim provider execution quality or automated scoring of generated images.
Personal research prototype. Provider execution and generated-result scoring are outside the current public case-study scope.
Next question
Compare reviewed outputs against the same brief to see which controls improve consistency without restricting useful exploration.
Knowledge graph
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