Persona Panel

Avoid A/B testing ideas that simulated shoppers already reject. Paste a URL (and optional competitor links), get impact + confidence, who to target, and where your design loses trust.

  • Cohort of ecommerce personas evaluates your page independently
  • Computed confidence (cohort + cross-model agreement) — not LLM self-score
  • Per-friction guidance: fix now, A/B test, or skip
  • Targeting suggestion when you have no ICP yet

Run an evaluation

Five quick fields. You’ll get would-buy %, impact, confidence, who to target, and how you stack up vs competitors.

Paste a domain or full link — https:// is optional.

Screenshots (optional)

Helpful if the site blocks bots. Desktop + mobile homepage works best.

Competitors to compare (optional)

Up to 3 — same category helps the panel judge alternatives.

Leave blank or tap “Not sure” — we’ll suggest a target segment.

Unlocks persona quotes, targeting, and competitors. No password.

Takes a few minutes. Simulated shoppers are for direction — still validate big bets with real customers.

How it works

We sample a seeded cohort across shopper segments (deal hunters, quality seekers, research-heavy buyers, and more), show each persona your page facts and screenshots, and collect structured decisions. Aggregation is deterministic. Important product bets still need human validation — this tool is for de-risking design before you spend test traffic.

Practice the business side in the Ecommerce Simulator.

FAQ

Is this a real A/B test?

No. Persona Panel runs simulated shoppers (persona agents) against your URL or screenshots. Results are hypothesis-generating: use them to avoid testing weak ideas, then validate with real traffic.

What do Impact and Confidence mean?

Impact estimates how much a friction cluster hurts simulated buy intent. Confidence is computed from cohort agreement, cross-model agreement (two Groq models), evidence coverage (HTML + screenshots), and sample size — not a vibe score from the model.

Why do you ask for email?

Email unlocks the full report (persona quotes, targeting, competitors) and raises the daily run limit. We do not require a password.