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Comparison

Simulated population vs real AI interviews

What synthetic research predicts, and what only real people can tell you

Comparison of a simulated population and real AI interviews on what each produces, who answers and where each is strongest
Simulation predicts what a population would say. Interviews tell you why real people said it.

A comparison of two ways to get answers at scale: population simulation, where AI agents model how an audience would respond, and AI-moderated interviews with real participants. It sets out what each produces and where each works best. Use it when a team is deciding whether a synthetic study can stand in for fieldwork, or how to combine the two. Koji runs the real-interview side, by voice, text or phone.

Where this appears

What's in this comparison

Simulated population (Aaru)

  • Modelled responses from AI agents
  • Agents built to match an audience in aggregate
  • Minutes to a day for a full simulation
  • Strongest at forecasts on well-documented topics
  • No participants involved

Real AI interviews (Koji)

  • Conversations with your customers or a panel
  • Follow-up questions based on each answer
  • Results update as each interview finishes
  • Strongest at reasons and reactions to something new
  • Every finding linked to real quotes

Use this image

Free to use in your docs, decks and posts under CC BY 4.0, as long as you credit Koji with a link to this page. To embed it, paste this into your page:

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<a href="https://www.koji.so/visuals/simulated-population-vs-real-interviews"><img src="https://www.koji.so/visuals/simulated-population-vs-real-interviews/simulated-population-vs-real-interviews.png" alt="Comparison of a simulated population and real AI interviews on what each produces, who answers and where each is strongest" width="1200" height="656" /></a>
<p>Source: <a href="https://www.koji.so/visuals/simulated-population-vs-real-interviews">Simulated population vs real AI interviews</a>, Koji</p>