Competitive Analysis
Understand how AI personas perceive your competitors and discover your unique positioning opportunities.
Compare the choices your audience actually considers
Use a competitive-mode survey to test alternatives with the same audience, questions, and scoring criteria. Follow with persona discovery to understand the reasons behind each preference.
1. Define the set
Name the products, messages, or positioning alternatives to evaluate.
2. Hold context constant
Ask every alternative the same questions with the same persona panel.
3. Compare evidence
Review preference, objections, and qualitative reasons side by side.