AI Usability
Testing Platform

Validating features with AI-simulated users before development

Wix Prizma AI platform

Overview

Wix Prizma is an internal AI-powered platform that helps teams run early usability tests for product validation. It combines behavioral data from multiple internal sources with AI-generated user simulations to identify usability issues, uncover potential bugs and edge cases, validate concepts, and generate actionable UX insights before features reach development or production.

Wix Prizma / AI-generated users testing prototype

The Problem

Traditional usability testing is often slow, expensive, and difficult to run in the early stages of product development. Teams need a faster way to validate ideas, uncover usability issues, and gather meaningful feedback before investing engineering time in development.

The Goal

An internal AI platform that helps teams validate features before development. Combining FullStory, BI events, Sled and other internal data, Prizma uses LLM-based simulations of real users to surface friction and turn complex data into insights for designers, PMs and researchers.

Research

Key insights

64%

Of usability issues are discovered only after development begins

58%

Of teams report costly design iterations due to late user validation

79%

Believe AI-assisted testing could accelerate product decisions

Primary Users

Key user groups

Product Designers

Need fast usability validation before development.

Product Managers

Want confidence before investing engineering resources.

UX Researchers

Need scalable testing without recruiting participants.

Process

How I solved it

Making early product validation faster and smarter through AI-generated user simulations, helping teams uncover usability issues before development.

01

Integrating all data sources

Aggregates data from FullStory, BI events, Sled and other internal Wix tools into one comprehensive behavioral dataset.

02

Simulating real user behavior

Uses the combined dataset to train an AI model that simulates how real users interact with product features.

03

Real-time, simple analytics

A real-time dashboard that visualizes and summarizes how simulated users interact with the tested feature.

04

Actionable recommendations

Turns behavioral data into meaningful insights, including tailored recommendations and warnings that help designers improve the experience.

AI-generated users testing prototype
Wix Prizma / AI-generated users testing prototype

The value of an AI product depends on how clearly it supports human judgment.

Process

Wix Prizma flow

I mapped the entire user journey from uploading a design to reviewing AI-generated insights. The flow outlines each key step, decision and interaction, ensuring a structured validation process that helps teams evaluate products with confidence before development.

Wix Prizma platform flow
Wix Prizma / Platform flow

Featured Screens

From uploading a design to reviewing AI insights.

Wix Prizma / Featured screens
Featured screen
Featured screen
Featured screen
Featured screen

Final Design Solution

A simple, focused validation process.

From uploading a design to reviewing AI-generated insights, every step helps teams spot friction, understand user behavior, and improve the product experience before investing development time.

Wix Prizma / Final design solution

Reflection

What I learned

Designing Wix Prizma reinforced that the value of an AI product depends on how clearly it supports human judgment. The most important challenge was not presenting more data, but creating the right hierarchy, context and guidance, so teams could understand the results, recognize uncertainty, and confidently decide what to do next.

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