Ep. 40 - AI for writing docs and protocols episode artwork

EPISODE · Mar 5, 2026 · 9 MIN

Ep. 40 - AI for writing docs and protocols

from Finders to Builders - A UX Research Show · host Julian Della Mattia

In the final episode of this AI miniseries, I share my favorite user research use case for AI: drafting documents and protocols. Because I dread writing long docs, I use AI for a head start and then polish the output, saving about 70% of my time. I describe a small, quick experiment where I trained local LLMs by feeding them dozens of my research documents, interview and usability protocols.(01:21) The Simple Experiment(02:17) Document Templates and Structure(02:43) Question Bank and Guardrails(03:12) Before and After Results(04:23) Workflow with Voice Prompts(05:33) Sharing the Training Prompt(07:20) AI Empowers Researchers

In the final episode of this AI miniseries, I share my favorite user research use case for AI: drafting documents and protocols. Because I dread writing long docs, I use AI for a head start and then polish the output, saving about 70% of my time. I describe a small, quick experiment where I trained local LLMs by feeding them dozens of my research documents, interview and usability protocols.(01:21) The Simple Experiment(02:17) Document Templates and Structure(02:43) Question Bank and Guardrails(03:12) Before and After Results(04:23) Workflow with Voice Prompts(05:33) Sharing the Training Prompt(07:20) AI Empowers Researchers

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Ep. 40 - AI for writing docs and protocols

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This episode was published on March 5, 2026.

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In the final episode of this AI miniseries, I share my favorite user research use case for AI: drafting documents and protocols. Because I dread writing long docs, I use AI for a head start and then polish the output, saving about 70% of my time. I...

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