FeaturedIntermediate180 min· April 11, 2026

Turn 15 user interview transcripts into a research report in an afternoon

Claude's long context + structured prompting beats manual affinity mapping for most synthesis jobs.

Curator’s Note

“Affinity mapping was invented when you had to print notes on Post-its. We have 200K context windows now. This workflow saved me 3 days on the last State of Design synthesis pass.”

The Problem

You did 15 user interviews. You have 15 transcripts. You need a report. Two weeks of affinity mapping later, your insights are already stale.

The Outcome

A structured research report with themes, supporting quotes, and recommended next steps — produced in 3-4 hours of focused prompting instead of 2 weeks of sticky notes.

Tools Used

Claude

The workflow

Step 1 — Prep the transcripts (30 min)

Export each Otter / Fathom / Granola transcript as plain text.
Create one concatenated file with clear ## Interview 1 — Jane, Senior PM headers between each.
Strip any PII you don''t want in context: last names, employer details, specific URLs.

Step 2 — Theme extraction pass (45 min)

Paste the full concatenated transcript into a Claude conversation. Prompt:

You are helping synthesize 15 user interview transcripts. Your job is to surface recurring themes, not to summarize each interview.

Read all 15 transcripts. Then return:

1. Top 5 recurring themes, ranked by frequency
2. For each theme: 2-3 direct quotes (with interview number attribution)
3. Counter-evidence: any interviews where the theme was notably absent or contradicted
4. Unresolved tensions: places where interviews disagree

Step 3 — Interrogate the output (60 min)

This is where it gets good. For each theme:

"Show me every mention of [theme] across all 15 interviews, even the tangential ones."
"Which interviewees never mentioned this? Why might that be?"
"Rewrite this theme in 10 words or less, for a non-design audience."

You're not accepting Claude''s first pass — you''re using it as a research assistant that has read everything.

Step 4 — Draft the report (45 min)

Prompt Claude to generate a first draft with your preferred report structure (I use: problem → themes → tensions → recommendations). Edit heavily. Add your own interpretation. Claude is bad at the "so what" — that''s your job.

Quality check before shipping

Every theme has a minimum of 3 quotes from different interviews
No quote has been paraphrased (use exact transcript text)
You''ve read the final report end to end and agree with it

State of Design 2026 data: 47% of designers we surveyed in Nov 2025 said they used an LLM for research synthesis in the last 30 days. The top complaint: "it makes up insights." Solution: always force quote attribution.

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The workflow

Step 1 — Prep the transcripts (30 min)

Export each Otter / Fathom / Granola transcript as plain text.

Create one concatenated file with clear ## Interview 1 — Jane, Senior PM headers between each.

Strip any PII you don''t want in context: last names, employer details, specific URLs.

Step 2 — Theme extraction pass (45 min)

Paste the full concatenated transcript into a Claude conversation. Prompt:

You are helping synthesize 15 user interview transcripts. Your job is to surface recurring themes, not to summarize each interview. Read all 15 transcripts. Then return: 1. Top 5 recurring themes, ranked by frequency 2. For each theme: 2-3 direct quotes (with interview number attribution) 3. Counter-evidence: any interviews where the theme was notably absent or contradicted 4. Unresolved tensions: places where interviews disagree

Step 3 — Interrogate the output (60 min)

This is where it gets good. For each theme:

"Show me every mention of [theme] across all 15 interviews, even the tangential ones."

"Which interviewees never mentioned this? Why might that be?"

"Rewrite this theme in 10 words or less, for a non-design audience."

You're not accepting Claude''s first pass — you''re using it as a research assistant that has read everything.

Step 4 — Draft the report (45 min)

Quality check before shipping

Every theme has a minimum of 3 quotes from different interviews

No quote has been paraphrased (use exact transcript text)

You''ve read the final report end to end and agree with it

State of Design 2026 data: 47% of designers we surveyed in Nov 2025 said they used an LLM for research synthesis in the last 30 days. The top complaint: "it makes up insights." Solution: always force quote attribution.