A.J.
A.J. Merlino
DEMO PREVIEW

Case study

AI-Enabled Design Studio

Purpose: shorten the gap between a draft and useful critique. This concept gives designers structured, multi-perspective feedback so they can make a more informed next pass.

Design · Iterate · Refine
They said the feedback loop takes a week. Design Gets Sharper
Every Iteration.

A multi-perspective critique portal for UX Design students. Submit your work, pick a critic — or a full panel — and get feedback framed to make the next iteration stronger.

AI-delivered, human-informed · On your schedule

LLM Configuration

Full URL. For Ollama: http://localhost:11434/v1/chat/completions
Stored in session only — never persisted to disk. Leave blank for local endpoints (Ollama, LM Studio).
e.g. claude-sonnet-4-20250514, gpt-4o, llama3.1, mistral-large-latest, deepseek-chat
Disable if your model doesn't support image inputs. Text descriptions will be substituted.

Select your critic

Assignment context

Describe the assignment

Provide the assignment brief, learning objectives, rubric criteria, or any background that helps critics understand what the student is trying to accomplish. This context shapes how feedback is framed — critics will evaluate the work against these goals.
Capstone Project Weekly Assignment Portfolio Piece Group Project Revision / Resubmission ⚡ Demo Assignment
Or attach assignment documents
📄

Drop assignment brief, rubric, or template — PDF, images

These files provide context only — they won't be critiqued

📊

Drop assignment template or rubric presentation — .pptx

Slide content and notes will be extracted as context

Submit work for review

Your submission

⚡ Load Demo Submission
🖼️

Drag & drop up to 5 files or click to browse

JPG, PNG, GIF, WebP, SVG, BMP, TIFF, PDF — sent to critic as visual input

📊

Upload a PowerPoint presentation

.pptx — slide content, speaker notes, and embedded images will be extracted for the critic

🎙️

Upload an audio file or record live below

MP3, WAV, M4A, OGG

🎬

Upload a video walkthrough

MP4, MOV, WebM — 4 key frames will be extracted for the critic

No critic selected
Assembling your review panel...

Critique response

Want a different perspective? Select another critic above and re-submit.

Panel review

Want a deeper dive from one critic? Select them above and re-submit for a focused session.
Student Submission Preview
HealthReach — Mobile Check-In Prototype
This is a read-only preview of the student's submitted lo-fi prototype. Click "Use This Submission" to load it into the critique engine.