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The Sims for
your product.

Run AI-powered user personas through your app before a single real user sees it. They hesitate, misread, backtrack, and give up — exactly like real people. You get a plain-English report, not a test log.

No user recruiting Results in minutes Plain-English output
Live Sim Log
Doctor Sim · Practo
00:04 Landed on the homepage. Looking for a search bar to find specialists.
00:09 Found search. Typed "cardiologist Mumbai". Results are loading.
00:14 47 results shown. Scanning for a price filter — I want to stay under ₹500.
00:21 No price filter visible. The onboarding doc mentioned one on page 4. I can't find it.
00:27 Clicking the first result to check fees. ₹800 — too high. Going back.
00:51 I've been looking for 45 seconds. In real life I'd call my assistant. Abandoning.
The problem

Product teams are shipping blind.

You test if the app works. Nobody tests if real users understand it.

01

User research is too slow and expensive.

A proper usability study takes 3–6 weeks and costs lakhs. Most PMs skip it entirely and ship on gut feel.

02

QA tools test if the app works — not if users understand it.

Playwright and Cypress confirm buttons work. They can't tell you if a 52-year-old doctor would trust the UI or find the booking flow.

03

Analytics shows where users drop off — never why.

Funnels tell you 40% abandoned at step 3. They never tell you if users were confused, distrustful, or just lost.

04

Onboarding documentation goes stale immediately.

UI elements get renamed, steps get reordered. New users follow the PDF and get lost — and nobody finds out.

05

Two-sided platforms can't test both sides together.

A doctor listing availability and a patient booking it involves a handoff that single-user testing can never surface.

How it works

Meet your Sims.

Build an AI persona, give it a mission, watch it navigate your product autonomously — narrating every decision in plain English.

Build a Sim

Choose a role, set demographics, adjust six behavioral sliders. Presets like "Busy Senior Doctor" auto-fill a complete profile.

Set a mission

A target URL, a plain-English goal, and optionally an onboarding document the Sim is constrained to use.

Watch it run

The Sim navigates live. Its reasoning streams beside it — confusion, hesitation, and all — in real time.

Get a Sim Report

A shareable, plain-English summary of what broke and why. Forward it without explanation.

Live Sim Run — step 3
practo.com/search/cardiologist-mumbai
RM
Dr. Rajan Mehta
Cardiologist · 15 yrs exp · Bandra
₹800 / consultation
Book
SP
Dr. Sunita Pillai
Cardiologist · 8 yrs exp · Andheri
₹600 / consultation
Book
AK
Dr. Arjun Kumar
Cardiologist · 22 yrs exp · Juhu
₹1,200 / consultation
Book
No fee filter found on this page
Live Sim Log
Dr. Arjun Mehta · 52 · Pune
00:04 Landed on homepage. Looking for a search bar.
00:09 Typed "cardiologist Mumbai". 47 results.
00:21 No price filter visible. The PDF mentioned one on page 4. I can't find it.
00:27 Clicking results one by one to check fees. ₹800 — too high. Back again.
00:51 45 seconds in. I'd call my assistant in real life. Abandoning.
Task completion 3/10
Confusion score 62/100
Result Abandoned
Live Sim Log
Dr. Arjun Mehta, 52 · Pune · Mission: "Book a cardiologist under ₹500"
00:04 Landed on the homepage. Looking for a search bar to find specialists.
00:09 Found search. Typed "cardiologist Mumbai". Results are loading.
00:14 47 results shown. Scanning for a price filter — I want to stay under ₹500.
00:21 No price filter visible. The onboarding doc mentioned one on page 4. I can't find it.
00:27 Clicking the first result manually to check fees. ₹800 — too high. Going back.
00:33 Trying the second result. ₹600. Still over my budget. Back again.
00:41 There are 47 results and I have to check each one manually? This is ridiculous.
00:51 I've been looking for 45 seconds. In real life I'd call my assistant. Abandoning.
Features

Everything you need to test like a real user.

From persona building to doc gap detection — the full stack for behavioural UX testing.

The feature no competitor has

Documentation gap testing

Load your onboarding PDF and constrain the Sim to use only that document's knowledge. It surfaces every mismatch between what your docs promise and what your product actually does.

  • Renamed buttons your docs haven't caught up to
  • Moved elements and missing prerequisite steps
  • Stale screenshots and removed features
  • Every gap, flagged automatically — no full Sim run required
📄 onboarding-guide-v2.pdf vs live product
Button renamed
PDF says "Book Appointment" → UI says "Schedule Visit"
Step missing
PDF skips the "Verify mobile" step added in v4.2
Feature removed
PDF references "Fee Filter" — removed in last sprint
Matches
Search flow matches PDF steps 1–3

Sim DNA builder

Role selector, demographic inputs, and six behavioral sliders: Tech Comfort, Reading Patience, Goal Urgency, Trust in UI, Risk Tolerance, and Irrationality Factor.

Live Sim run

Split screen: the Sim navigating on the left, real-time reasoning on the right. Cursor trails, click-pulse animations, confusion zones highlighted as they happen.

Sim report

A shareable, plain-English output built for PMs. Mission result, success rate, confusion points, click heatmap, and recommended fixes.

Persona comparison

Run the same mission across multiple Sim types at once. See how a Doctor Sim, a Patient Sim, and a First-timer each succeed or fail on the same flow.

UX confusion score

A single trackable metric per session. "Doctor Sim score went from 62 to 78 after the navigation redesign." Watch it move across releases.

Click heatmap

Click coordinates logged per session, rendered as a heatmap overlay on a page screenshot. See exactly where each persona got stuck.

Stale content detector

A fast scan that cross-references every UI reference in your docs against the live product — no full Sim run required.

Phase 3

Sim Imprint

A 15-minute session where a real user trains a Sim on their actual behavior — producing an empirical behavioral fingerprint, not an estimated baseline.

Use cases

Who Simulr is for.

Product managers

Find real UX problems in hours, not weeks. No recruiting, no waiting on analytics. Forward a Sim Report into your next sprint planning without explanation.

Customer success & sales

Audit onboarding PDFs before the next enterprise client goes live. Catch every doc gap before your CSM discovers it on a call.

Two-sided & marketplace platforms

Test both sides of a marketplace together — a seller and a buyer, a host and a guest, a provider and a customer. Surface handoff failures no single-user test ever catches.

Example missions
Practo

"Book a cardiologist under ₹500 in Mumbai using only the onboarding PDF."

Freshdesk

"Set up your first automated ticket routing rule using the onboarding guide."

Urban Company

"Book a home cleaning service for this Saturday before noon."

Nykaa

"Find a moisturiser under ₹400 with SPF and add it to cart."