Persona Loop: A four-step process for creating and testing personas: Observe (analyze demographic signals), Build (create a persona matching those signals), Inject (attach the persona to prompts), Compare (filter results by persona to see differences).
Test Harness Mindset: Personas are not biographies or customer profiles. They are controlled variables that let you test how answer engines respond to different contexts. Build them to be useful for measurement, not comprehensive.
Form a hypothesis, not a conclusion. These are signals to test, not facts to assume.
Don't over-specify. Include only what changes how the engine interprets the prompt.
The persona information is appended to the prompt to simulate memory or user context.
Once data is collected, filter your topics or prompts by persona to compare visibility scores across different audience segments.
Persona Loop: A four-step process for creating and testing personas: Observe (analyze demographic signals), Build (create a persona matching those signals), Inject (attach the persona to prompts), Compare (filter results by persona to see differences).
Test Harness Mindset: Personas are not biographies or customer profiles. They are controlled variables that let you test how answer engines respond to different contexts. Build them to be useful for measurement, not comprehensive.
Form a hypothesis, not a conclusion. These are signals to test, not facts to assume.
Don't over-specify. Include only what changes how the engine interprets the prompt.
The persona information is appended to the prompt to simulate memory or user context.
Once data is collected, filter your topics or prompts by persona to compare visibility scores across different audience segments.
