How it works

Connect AIMirror, add product context only where it helps, then use prioritised insights to see where the experience is breaking down.

Connect your site

Choose the one-line loader for the quickest start, or use the package SDK.

Fastest

One-line loader

<script src="https://cdn.aimirror.dev/aimirror.latest.js" data-key="YOUR_PUBLIC_API_KEY" defer></script>

Paste it once. AIMirror can begin collecting the behaviour and interface-state signals available to your plan without extra application code.

Package

SDK

npm install @aimirror/sdk

import { createAIMirror } from '@aimirror/sdk/browser';

const aimirror = createAIMirror({
  apiBaseUrl: 'https://api.aimirror.dev',
  publicKey: 'YOUR_PUBLIC_API_KEY'
});

See installation details →

Add context where it matters

AIMirror can infer likely journey stages automatically. Add explicit markers only when you want the analysis to understand your product's own names and intent.

data-funnel-step + data-funnel-step-id Name an important funnel stage precisely.
data-aim-task Describe the task a control is helping the user complete.
data-aim-intent Explain the intended outcome of an important interaction.

Read the prioritised insights

The Insight Engine turns observed patterns into UX findings and ranks them by impact so you can decide what to investigate or repair first.

Clicks Scrolls Hovers Exposure time Interface state

Jump to Live Insights →

Engagement Simulation

Try the controls below. They generate interaction signals like those AIMirror observes in an instrumented product, showing the path from behaviour to analysis.

Clicks

0

Scrolls

0

Interactions appear in real time.

This feed now runs fully client-side.

Recent activity

Start interacting with the page to see live events here.

Live Insights

See the current insight feed for aimirror.dev: identified UX problems, their relative importance, and the information available to help repair them.

These are live insights for aimirror.dev.

AIMirror uses its own site as a continuing self-review target.

Project: aimirror.dev

Sort by:

Impact

Category

20 of 20 insights

/dashboard navigation Behaviour Analysis
MEDIUM IMPACT

Confidence 70%

What AIMirror noticed
Multiple state transitions were observed, indicating potential navigation path exploration.

What to try
Ensure navigation paths are clear and intuitive to reduce unnecessary exploration.

Sep 16, 2026, 10:51 AM AAA Standard analysis
dashboard navigation Behaviour Analysis
MEDIUM IMPACT

Confidence 70%

What AIMirror noticed
High frequency of state transitions between 'interface' and 'sessions' states without significant interaction.

What to try
Evaluate the purpose and content of these states to ensure they are distinct and necessary, potentially reducing unnecessary transitions.

Sep 15, 2026, 8:51 PM AAA Standard analysis
dashboard engagement Behaviour Analysis
MEDIUM IMPACT

Confidence 90%

What AIMirror noticed
A session exhibited rage clicking with a friction score of 70, indicating user frustration.

What to try
Investigate the elements that were rage-clicked to identify potential usability issues or misleading affordances.

Fix Ready
Proposed Fix

Rage clicking indicates users are repeatedly clicking on a page element, suggesting it's unresponsive or confusing. Improving feedback, accessibility, and interactivity can reduce frustration.
HTML
```
<button type="button" id="actionBtn" class="interactive-btn" aria-label="Submit Request">Submit</button>
```
CSS
```
.interactive-btn { cursor: pointer; transition: background 0.2s; } .interactive-btn:active { background: #f0f0f0; }
```
ARIA
```
Added aria-label to describe button action for assistive technologies.
```
Replace or enhance the unresponsive element with a clearly styled, accessible interactive component. Ensure the action provides immediate feedback to users.
Sep 15, 2026, 7:41 PM AAA Standard analysis
dashboard navigation Behaviour Analysis
MEDIUM IMPACT

Confidence 70%

What AIMirror noticed
There is a frequent transition from 'sessions' to 'overview' triggered by mutations, which might indicate a mismatch between user expectations and interface affordances.

What to try
Review the interface elements that trigger transitions from 'sessions' to 'overview' to ensure they align with user expectations.

Sep 15, 2026, 12:20 PM AAA Standard analysis
/dashboard/projects/5b6d38f6-7fe9-400d-be84-1a0e9e78ed2b/insights navigation Behaviour Analysis
MEDIUM IMPACT

Confidence 75%

What AIMirror noticed
Users often navigate from the 'insights' state to the 'interface' state, suggesting a potential need for more integrated insights.

What to try
Integrate insights more directly into the interface state to reduce navigation steps and enhance user experience.

Sep 15, 2026, 12:11 PM AAA Standard analysis
dashboard navigation Behaviour Analysis
LOW IMPACT

Confidence 70%

What AIMirror noticed
The session involved a single interface state transition without further interaction, suggesting a potential navigation issue.

What to try
Review the navigation paths and ensure that users can easily find and access the information or features they need.

Sep 15, 2026, 9:21 AM AAA Standard analysis
dashboard engagement Behaviour Analysis
MEDIUM IMPACT

Confidence 80%

What AIMirror noticed
A session exhibited hesitation with an engagement score of 3 and a friction score of 30, indicating potential user uncertainty or difficulty.

What to try
Investigate the specific elements or interactions on the dashboard that may be causing user hesitation and consider simplifying or clarifying those areas.

Sep 15, 2026, 9:21 AM AAA Standard analysis
/features navigation Behaviour Analysis
MEDIUM IMPACT

Confidence 70%

What AIMirror noticed
The features page was accessed directly from an initial state, suggesting it may be a common entry point.

What to try
Ensure the features page provides a clear introduction and navigation options to guide new visitors.

Sep 14, 2026, 2:31 PM AAA Standard analysis
careers content Behaviour Analysis
LOW IMPACT

Confidence 90%

What AIMirror noticed
The 'Careers' page indicates 'No open roles at the moment', which might lead to user disappointment if they are looking for opportunities.

What to try
Consider providing additional content such as company culture, future opportunities, or a way to submit resumes for future consideration.

Sep 13, 2026, 10:00 AM AAA Standard analysis
dashboard navigation Behaviour Analysis
MEDIUM IMPACT

Confidence 70%

What AIMirror noticed
There is a lack of interface state transitions, with only one observed transition in session 92ef367f-1e95-479b-84e0-ebc45bad4e98.

What to try
Investigate potential barriers or unclear navigation paths that might prevent users from transitioning between states.

Sep 13, 2026, 2:50 AM AAA Standard analysis
Insights engagement Behaviour Analysis
HIGH IMPACT

Confidence 80%

What AIMirror noticed
Users experienced high friction on the Insights page, evidenced by a friction score of 40 and repeated clicks on elements.

What to try
Investigate the elements on the Insights page that are causing user frustration and consider simplifying interactions or improving feedback.

Sep 12, 2026, 11:10 AM AAA Standard analysis
/dashboard/projects/17e05ca9-4a19-4954-937f-8fa36079e35a/overview engagement Behaviour Analysis
MEDIUM IMPACT

Confidence 70%

What AIMirror noticed
Users exhibit hesitation on the dashboard overview page with an average pause time of over 5 seconds.

What to try
Consider simplifying the dashboard layout or providing tooltips to guide users through the interface.

Sep 12, 2026, 11:00 AM AAA Standard analysis
dashboard-overview engagement Behaviour Analysis
HIGH IMPACT

Confidence 70%

What AIMirror noticed
Users exhibit hesitation on the dashboard overview page with high average pause times and pointer stops.

What to try
Investigate potential causes of hesitation on the overview page and consider simplifying or clarifying the interface.

Sep 12, 2026, 10:40 AM AAA Standard analysis
homepage engagement Behaviour Analysis
MEDIUM IMPACT

Confidence 80%

What AIMirror noticed
A session on the homepage resulted in an instant bounce with no meaningful interactions.

What to try
Consider enhancing the initial visual appeal or content engagement on the homepage to capture user interest quickly.

Sep 12, 2026, 10:40 AM AAA Standard analysis
dashboard engagement Behaviour Analysis
MEDIUM IMPACT

Confidence 70%

What AIMirror noticed
Sessions on the dashboard exhibit high friction scores, indicating potential usability issues.

What to try
Conduct usability testing to identify specific elements causing friction and optimize the user flow to reduce unnecessary interactions.

Sep 12, 2026, 10:30 AM AAA Standard analysis
Dashboard Insights accessibility Behaviour Analysis
HIGH IMPACT

Confidence 80%

What AIMirror noticed
Links on the Insights page have insufficient color contrast with the surrounding text, failing to meet the minimum contrast ratio.

What to try
Adjust the color contrast of links to meet the minimum contrast ratio of 3:1 with surrounding text.

Fix Ready
Proposed Fix

Links must have sufficient color contrast relative to their surrounding text and background to ensure readability, especially for users with low vision or color blindness. The minimum contrast ratio required by WCAG 2.1 AA is 4.5:1 for normal text.
HTML
```
<a href="#" style="color: #005fcc;">Your Link Text</a>
```
CSS
```
a { color: #005fcc; }
```
Ensure the new link color (#005fcc) provides at least a 4.5:1 contrast ratio against the background and the surrounding text. Test the specific color values of your page for compliance.
Sep 12, 2026, 10:20 AM AAA Standard analysis
AIMirror — AI-Powered UX Analytics that Understands Your Users · /terms accessibility Interface Map repaired
HIGH IMPACT

Confidence 100%

What AIMirror noticed
Links must be distinguishable without relying on color

What to try
Fix any of the following: The link has insufficient color contrast of 1.35:1 with the surrounding text. (Minimum contrast is 3:1, link text: #2563eb, surrounding text: #595959) The link has no styling (such as underline) to distinguish it from the surrounding text

Sep 10, 2026, 11:44 PM Verified crawl evidence Deterministic interface evidence
AIMirror — AI-Powered UX Analytics that Understands Your Users · /privacy accessibility Interface Map repaired
HIGH IMPACT

Confidence 100%

What AIMirror noticed
Links must be distinguishable without relying on color

What to try
Fix any of the following: The link has insufficient color contrast of 1.35:1 with the surrounding text. (Minimum contrast is 3:1, link text: #2563eb, surrounding text: #595959) The link has no styling (such as underline) to distinguish it from the surrounding text

Sep 10, 2026, 11:44 PM Verified crawl evidence Deterministic interface evidence
AIMirror — AI-Powered UX Analytics that Understands Your Users · /pricing accessibility Interface Map repaired
HIGH IMPACT

Confidence 100%

What AIMirror noticed
Elements must meet minimum color contrast ratio thresholds

What to try
Fix any of the following: Element has insufficient color contrast of 4.16 (foreground color: #2563eb, background color: #dfe7f9, font size: 12.0pt (16px), font weight: normal). Expected contrast ratio of 4.5:1

Fix Ready
Proposed Fix

The <th> element's text and background colors do not meet the minimum WCAG contrast ratio (4.5:1 for normal text), which is essential for text readability, especially for visually impaired users.
HTML
```
<th class="svelte-1hrotn9">Pro</th>
```
CSS
```
.svelte-1hrotn9 { color: #222222; background: #ffffff; }
```
Ensure the color (#222222 for text and #ffffff for background) provides at least a 7:1 contrast ratio, suitable for AAA compliance. Adjust colors as necessary to fit your site's palette.
Sep 10, 2026, 11:44 PM Verified crawl evidence Deterministic interface evidence
AIMirror — AI-Powered UX Analytics that Understands Your Users · /cookies accessibility Interface Map repaired
HIGH IMPACT

Confidence 100%

What AIMirror noticed
Links must be distinguishable without relying on color

What to try
Fix any of the following: The link has insufficient color contrast of 1.35:1 with the surrounding text. (Minimum contrast is 3:1, link text: #2563eb, surrounding text: #595959) The link has no styling (such as underline) to distinguish it from the surrounding text

Sep 10, 2026, 11:44 PM Verified crawl evidence Deterministic interface evidence

How it works

Connect your site

One-line loader

SDK

Add context where it matters

Read the prioritised insights

Engagement Simulation

Clicks

0

Scrolls

0

Recent activity

Live Insights

Proposed Fix

HTML

CSS

ARIA

Proposed Fix

HTML

CSS

Proposed Fix

HTML

CSS