Watching five people try it
Unit 2 of 8 · Lesson 4 of 4Index

Five sessions find most of the problems
How Jakob Nielsen handled it
Jakob Nielsen
In 2000 Jakob Nielsen looked at how many problems each extra test user uncovered.
Across studies, about five users found roughly 85 percent of the usability problems in a design. Later users mostly repeated what earlier ones showed.
Run small tests often instead of one big one. Five people, fix what you saw, then five more.
Doing it with AI, and where it breaks
Transcribe each session and ask a model to list every moment someone hesitated, backtracked or asked a question, with timestamps.
Models summarise what people said, not what they did. “Found it easy” can sit next to 40 seconds of being stuck. Make it quote timestamps of behaviour.
Here is a usability session transcript with timestamps. List every moment the participant hesitated, went back, asked a question or said they were unsure. For each: timestamp, the step, the exact words. Ignore their opinions of the design.
Build it
A one page findings sheet: a tally of what happened across five sessions and the top three problems, each with a clip or quote.
A video call toolGoogle Sheets
The worked solution
Stuck, or want to compare?
There is a worked solution. Try the build first. Reading it before you have attempted anything is the fastest way to learn nothing.
Checkpoint
If you did the build, these take two minutes. If you cannot answer one of them, that is the part to go back to.
Moving on marks this lesson complete. Finish the build first, it is the part that counts.