Understand your users
before you ship features.
Test product decisions before users ever touch them.
See where people hesitate, drop off, or move forward.
Made by talent from
Simulate user behavior
before you impact them
Preview how users move through a feature
and catch friction early, while changes are still easy.
Provide Context
Upload a feature flow, screen, or product link and describe the decision you want to test.
Simulate Users
Swarm generates realistic users that interact with your product based on your customer profile.
Observe Behavior
Watch how users move through the feature. See where they hesitate, get confused, or drop off.
Get Clear Insights
Swarm summarizes what worked, what didn't, and what to fix before you ship.
Every tool your team
needs to validate decisions
Run research workflows with AI personas
instead of waiting weeks on real users.
User Interview
Run 1-on-1 AI-moderated interviews with synthetic personas. Surface real attitudes and motivations before you build.
Prioritized Tickets
Swarm ranks issues by user impact so your team always works on what matters most.
“Pricing page confused me — I couldn't pick a plan.”
“Free trial CTA was invisible until my third visit.”
“Navigation feels inconsistent across sections.”
“Mobile checkout has way too many steps.”
Council Chat
Assemble a panel of AI personas and stress-test decisions against diverse perspectives.
A/B Testing
Compare two variants head-to-head with AI users. Get preference data in minutes, not weeks.
Heatmap
See exactly where attention lands and drops. Visual density maps across your entire interface.
Insights delivered
into your stack
Swarm pushes findings directly to the platforms your team already lives in. No manual handoffs.
Make faster evidence-
backed decisions
1 in 3 product launches miss their KPIs because UX issues slip through unnoticed. Swarm catches friction before your users do.
Catch usability issues before they reach users.
Catch usability issues before they reach users.
Focus the team on what actually matters.
Focus the team on what actually matters.
Get clarity in hours, not weeks.
Get clarity in hours, not weeks.
Ready to unlock the future?
Stop shipping blind. Validate your product decisions with real user behavior before launch.