Accelerating research synthesis

Accelerating research synthesis

Tools:

HeyMarvin logo

HeyMarvin

Figjam logo

Figjam

1

AI transcript

AI generates a transcript in minutes. With the right terminology provided beforehand, the accuracy is surprisingly high and saves about an hour of manual transcription for every 30-minute interview.

Interview transcript generated by AI, showing speaker labels, timestamps, and searchable dialogue.

Human review

Review the transcript for accuracy and remove non-research content such as setup or logistical discussion.

2

Auto tagging

AI tags key moments in the transcript and connects them to the discussion guide questions, making it much easier to group insights later.

AI auto-tagging in a research transcript, highlighting quotes, and generating insight cards.

Human review

Add tags that AI missed and correct any insights that were interpreted incorrectly.

3

Theme clustering

Tagged notes are grouped into themes based on tags. AI helps summarize the patterns, and the team reviews notes to prioritize the most important issues.

AI-clustered research themes with summarized findings and dot-voted notes for prioritization.

Human review

Review the AI summaries to make sure they stay accurate and focused, then use dot voting to prioritize the most important issues.

4

Research report (optional)

AI summarizes the key themes, pain points and UX recommendations to create a first draft of the research report if stakeholders ask for it.

AI-generated summary of research findings, including an overview and key insights generated from tagged interview data.

Human review

Verify that each insight is supported by research evidence and refine the UX recommendations.

5

Searchable research evidence

With transcripts and tags indexed, anyone, including people outside of the research team, can ask a question and instantly get answers backed by the exact supporting quotes.

Search interface answering a research question using tagged insights and traceable participant quotes.

Human review

Listen to the original recording to confirm the quote accurately supports the answer.

Thoughtful design begins with meaningful conversations.

Whether you're building a UX team or just want to exchange ideas, I’d love to connect.

Crafted with 🦊 curiosity, caffeine, and debug tears.

© 2025 Celine.Li.

Thoughtful design begins with meaningful conversations.

Whether you're building a UX team or just want to exchange ideas, I’d love to connect.

Crafted with 🦊 curiosity, caffeine, and debug tears.

© 2025 Celine.Li.

Thoughtful design begins with meaningful conversations.

Whether you're building a UX team or just want to exchange ideas, I’d love to connect.

Crafted with 🦊 curiosity, caffeine, and debug tears.

© 2025 Celine.Li.

Thoughtful design begins with meaningful conversations.

Whether you're building a UX team or just want to exchange ideas, I’d love to connect.

Crafted with 🦊 curiosity, caffeine, and debug tears.

© 2025 Celine.Li.