User interviews, usability tests, and insight reports — AI-accelerated
UX Research Framework encodes senior UX researcher, product designer, and user insight specialist expertise into prompt sequences that generate complete research packages. From research plans to design recommendation briefs, every prompt produces research artifacts that drive better product decisions.
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All 52 prompts · All 4 modules
"The interview guide prompts produce better discussion guides than I write from scratch. The probe li..."
Priya L. · UX Researcher
Need expert implementation?
Hire an OrchestratorConnect with a certified Prompt.Doctor Orchestrator to deploy this framework for you.
No coding required. You will use ChatGPT or Claude as your AI tool. Follow these steps in order — do not skip ahead.
Purchase & download the framework
Click the buy button on this page. After checkout, go to the and hit Download .zip. Unzip it — you'll get a .md file (the full framework) and a .pdf (easy to read reference). Keep both open.
Open your project — new or existing
This dashboard is designed to integrate into any existing project or be built as a standalone app. If you already have a site in Airo (or Cursor, Bolt, etc.), open that project. If you're starting fresh, create a new project. The Orchestrator Prompt handles both cases — it scans what's already there and adds only what's missing.
Paste the Orchestrator Prompt into your builder's chat
Open the on this page. Copy the Orchestrator Prompt and paste it into your AI builder's chat. It will scaffold the full admin system — secure login, email marketing module, booking engine, and CMS — on top of your existing codebase. This takes 2–5 minutes.
Add your API keys as secrets
Critical — Novice UsersIn your builder, go to Settings → Secrets and add the keys your app needs. For this framework: STRIPE_SECRET_KEY (for booking payments — get it from your Stripe dashboard), ANTHROPIC_API_KEY (for AI-assisted content — get it from console.anthropic.com), and DATABASE_URL (your MySQL connection string). No key is needed for the admin login, CMS, or email modules — those run on your existing infrastructure.
Don't have a MySQL server?
You can purchase a shared hosting plan with cPanel and MySQL at host.esgwon.dev. Once your account is set up, follow the step-by-step guide to create your database and connect it to your AI website builder.
How to set up cPanel MySQL & connect to your AI website →Need help with Stripe?
Get your STRIPE_SECRET_KEY and STRIPE_PUBLISHABLE_KEY from your Stripe dashboard. The guide covers test keys, webhook setup, and going live.
Need help with Anthropic?
Get your ANTHROPIC_API_KEY from console.anthropic.com. The guide covers model selection, cost management, and troubleshooting.
Prompting Airo after setup — always name the file
When asking Airo to add tables, columns, or features to the admin dashboard, always include src/server/lib/admin-db.ts in your prompt. Without it, Airo may target the wrong database. Example: "Add a bookings table in the admin database (src/server/lib/admin-db.ts) — do not touch any other database connection in this project."
Run the framework prompts inside your live app
Your app is now running in the builder's preview panel. Open the on this page, copy each prompt one at a time, and paste it into your builder's chat. Replace every [BRACKET] with your real data before sending. Work through the stages in order — each stage output feeds the next.
Test end-to-end, then publish or hand off to your client
Walk through the admin as a real user: log in, create a booking, send a test email campaign, update a CMS image, and run the Safe-to-Publish gate. Once everything passes, click Publish in your builder. Because this is a white-label dashboard, your client accesses it at /admin on their own domain — no Prompt.Doctor branding, no third-party login required.
4 modules · 52 prompts · 6 workflow stages
Research Planning System
Research question definition, method selection framework, participant screener generator, and research plan document.
8 promptsInterview & Testing System
User interview guide (warm-up, core questions, probes), usability test script (tasks, think-aloud prompts, observation notes), and moderation guide.
10 promptsSurvey Design System
Survey question design (Likert, NPS, open-ended), question flow optimization, and response analysis prompts.
8 promptsSynthesis & Reporting System
Affinity diagram facilitation prompts, theme identification, insight report generator, and design recommendation brief.
14 promptsCreate a user interview guide for researching [RESEARCH QUESTION] with [TARGET USER: describe]. Interview length: [45/60] minutes. Include: (1) Screener questions (5 questions to qualify participants before the interview), (2) Warm-up questions (3 questions — easy, build rapport, get them talking about their context), (3) Core questions (8-10 questions — open-ended, explore the research question), (4) Probe library (3 follow-up probes for each core question), (5) Task or scenario (if applicable), (6) Debrief questions (2 questions — anything they want to add, how the session felt). Rules: All questions open-ended. No leading questions. No "would you use this?" questions.
Write a usability test script for testing [PRODUCT/FEATURE] with [TARGET USER]. Research goal: [WHAT YOU WANT TO LEARN]. Tasks to test: [LIST 3-5 TASKS]. Include: (1) Introduction script (welcome, explain think-aloud, consent), (2) Warm-up task (easy, builds confidence), (3) For each task: task prompt (natural language, no hints), observation checklist (what to watch for), success criteria, and follow-up questions, (4) Post-test questions (5 questions — overall impression, confusion points, missing features), (5) Debrief script. Metrics to capture: task completion rate, time on task, error count, satisfaction rating. Format as a moderator script with [MODERATOR NOTES] in brackets.
Generate a UX research insight report from the following research data: Study: [DESCRIBE STUDY]. Participants: [N] users, [DESCRIBE]. Raw findings: [PASTE NOTES OR SUMMARY]. Structure the report as: (1) Executive Summary (3 sentences — what we learned and what it means), (2) Key Findings (5-7 findings, each with: finding statement, supporting evidence/quotes, frequency, severity), (3) User Needs identified (what users are trying to accomplish), (4) Pain Points (ranked by frequency and severity), (5) Opportunities (design opportunities implied by the findings), (6) Recommended Next Steps (3 specific actions). Use direct quotes from participants to support each finding.
system
8 prompts
prompts
10 prompts
workflow
8 prompts
architecture
14 prompts
"The interview guide prompts produce better discussion guides than I write from scratch. The probe library is especially useful for junior researchers."
Priya L.
UX Researcher
"The insight report generator turned 8 hours of interview notes into a board-ready research report in 45 minutes. Game changer."
Alex W.
Product Designer
All 52 prompts across 4 modules are unlocked for your account.
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