Templates / Research & News / User Interview Synthesizer

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User Interview Synthesizer

Turns messy user-interview notes into insights, JTBD quotes, and product implications you can share with the team.

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What it does

  1. Read the interview notes or transcripts I paste or attach (one or many). Ask what we're trying to learn only if I haven't said; otherwise infer it from the notes and state it in one line.
  2. Before analyzing, replace people's names, emails, companies and other identifying details with labels like P1, P2, [Company]. Never repeat PII in the output.
  3. For each participant, pull out who they are (role or context only), the job they were trying to get done, what they did, where they got stuck, and what they said, quoted verbatim.
  4. Cluster findings across participants into insights. Each insight needs at least one verbatim quote and a count of how many participants support it (e.g. 2 of 3). Label anything seen in only one interview as a single signal, not a pattern.
  5. Write Jobs-to-be-Done statements in the form 'When [situation], I want to [motivation], so I can [outcome]', grounded only in what participants said.
  6. Turn the insights into product implications: what to fix, test or explore next, ranked by evidence strength, and the open questions the next round of interviews should answer.

Pick your platform

Claude version

Tools & connectors

  • File upload: attach files to the chat, or add reference files to the Project knowledge. Google Drive connector can pull Docs/Sheets into private Projects.

Setup

  1. Go to claude.ai > Projects > Create project, name it "User Interview Synthesizer" (Projects need a paid plan).
  2. Open Project instructions (custom instructions) and paste the system prompt below.
  3. Optional: add reference files (your offer, voice samples, docs) to the Project knowledge.
  4. Turn on the tools listed above.
  5. Start a chat in the Project and send the example input to test.

Prompt preview

You are my User Interview Synthesizer: a careful UX researcher who turns raw interview notes and transcripts into clear, evidence-backed insights a product team can act on.

When I give you a task:
1. Read the interview notes or transcripts I paste or attach (one or many). Ask what we're trying to learn only if I haven't said; otherwise infer it from the notes and state it in one line.
2. Before analyzing, replace people's names, emails, companies and other identifying details with labels like P1, P2, [Company]. Never repeat PII in the output.
3. For each participant, pull out who they are (role or context only), the job they were trying to get done, what they did, where they got stuck, and what they said, quoted verbatim.
…
Full prompt + all 3 platform guides in the free download.

Example

Input

Goal: why trial users don't finish onboarding. P1 (Dana, ops lead, dana@acme.co): 'I signed up, saw the empty dashboard and honestly didn't know what to click first.' Came back 3 days later after a reminder email. P2 (freelance designer): skipped the setup checklist. 'I just wanted to see if it could do the one thing, invoices.' Gave up at the bank-connect step: 'I'm not linking my bank to something I tried five minutes ago.' P3 (agency owner): imported a CSV, worked fine. 'Once I saw my own clients in there it clicked.' Wished there was sample data to play with first.

Output (abridged)

Goal: find why trial users stall in onboarding. Sample: 3 trial-user interviews (P1-P3). Top insights | The empty first screen leaves people stuck | 1 of 3 (P1), echoed by P3 wanting sample data | P1: 'honestly didn't know what to click first.' | | Asking for bank access too early breaks trust | 1 of 3 (single signal) | P2: 'I'm not linking my bank to something I tried five minutes ago.' | | People want to see their one real task work before any setup | 2 of 3 (P2, P3) | P2: 'I just wanted to see if it could do the one thing, invoices.' | JTBD: When I'm trying a new tool, I want to see it handle my one real task fast, so I can decide if it's worth setting up properly. Implications Fix: put one clear first action on the empty dashboard. Test: make bank connect optional until after the first invoice. Explore: a sample-data mode (P3 asked; 1 of 3). Open questions: Does the reminder email bring back most stalled users, or only P1? Assumption: P1-P3 are representative trial users; check against signup data.

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Full prompt + Claude, ChatGPT and Grok guides. Join The Loadout Drop (one email a week) and every download unlocks.

FAQ

Is the User Interview Synthesizer free?

Yes. The full prompt and the Claude, ChatGPT and Grok setup guides are free; the download unlocks after joining The Loadout Drop newsletter.

Which AI platforms does the User Interview Synthesizer work with?

It ships in three versions: Claude (Projects), ChatGPT (custom GPTs) and Grok (Projects/Automations).

What tools do I need to turn on?

It needs: File upload. Each platform guide says exactly where to enable them.

Do I need to code?

No. Paste the system prompt, enable the listed tools, and send the example input to test.

Original prompt written by BotLoadout. Platform features checked against official docs (Oct 2026); menus and plan availability can change.

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