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    <title>DEV Community: Amf Floyd</title>
    <description>The latest articles on DEV Community by Amf Floyd (@amf_floyd_9e49aef1a680dae).</description>
    <link>https://dev.to/amf_floyd_9e49aef1a680dae</link>
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      <title>DEV Community: Amf Floyd</title>
      <link>https://dev.to/amf_floyd_9e49aef1a680dae</link>
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      <title>I built a tool that runs a full UX + accessibility audit on any URL in under 5 minutes</title>
      <dc:creator>Amf Floyd</dc:creator>
      <pubDate>Sat, 25 Apr 2026 05:58:58 +0000</pubDate>
      <link>https://dev.to/amf_floyd_9e49aef1a680dae/i-built-a-tool-that-runs-a-full-ux-accessibility-audit-on-any-url-in-under-5-minutes-2eic</link>
      <guid>https://dev.to/amf_floyd_9e49aef1a680dae/i-built-a-tool-that-runs-a-full-ux-accessibility-audit-on-any-url-in-under-5-minutes-2eic</guid>
      <description>&lt;p&gt;I've been doing UX audits manually for years — heuristic evaluations, WCAG checks, writing up findings. It takes hours per site. So I built Parallax to automate the whole thing.&lt;/p&gt;

&lt;p&gt;How it works:&lt;/p&gt;

&lt;p&gt;Paste any URL&lt;br&gt;
It crawls up to 25 pages&lt;br&gt;
You get a scored report covering Nielsen's 10 usability heuristics + WCAG 2.1 AA accessibility checks — 25+ criteria per page&lt;br&gt;
Each finding includes severity, what's wrong, and how to fix it.&lt;/p&gt;

&lt;p&gt;Free tier: 1 audit/month with summary scores and category breakdowns.&lt;/p&gt;

&lt;p&gt;Try it here: parallax-ux.com/audit&lt;/p&gt;

&lt;p&gt;I'd love feedback — what would make this more useful for your workflow?&lt;/p&gt;

</description>
      <category>ux</category>
      <category>a11y</category>
      <category>webdev</category>
      <category>showdev</category>
    </item>
    <item>
      <title>How We Built an Autonomous UX Auditing Agent</title>
      <dc:creator>Amf Floyd</dc:creator>
      <pubDate>Sat, 25 Apr 2026 03:21:49 +0000</pubDate>
      <link>https://dev.to/amf_floyd_9e49aef1a680dae/how-we-built-an-autonomous-ux-auditing-agent-46b9</link>
      <guid>https://dev.to/amf_floyd_9e49aef1a680dae/how-we-built-an-autonomous-ux-auditing-agent-46b9</guid>
      <description>&lt;p&gt;We recently shipped Parallax — an AI agent that automatically audits UX quality. Here's how it works and the challenges we solved.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Problem
&lt;/h2&gt;

&lt;p&gt;Traditional UX testing requires:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Hiring UX researchers ($80-150K/year)&lt;/li&gt;
&lt;li&gt;Running quarterly research cycles (2-3 months)&lt;/li&gt;
&lt;li&gt;Manual heuristic evaluation against Nielsen's 10 usability principles&lt;/li&gt;
&lt;li&gt;Accessibility scanning (WCAG compliance)&lt;/li&gt;
&lt;li&gt;Generating reports and prioritizing fixes&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Result: Most companies do UX audits 2-4x/year. Problems discovered in Q2 don't get fixed until Q3.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Solution: Autonomous Auditing
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Crawling Smart User Paths
&lt;/h3&gt;

&lt;p&gt;Instead of crawling every page, we identify critical flows:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Sign-up → Payment&lt;/li&gt;
&lt;li&gt;Search → Product detail → Checkout&lt;/li&gt;
&lt;li&gt;Login → Dashboard → Action&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Each flow gets scored individually, so you see where users actually struggle.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Heuristic Evaluation
&lt;/h3&gt;

&lt;p&gt;We implemented Nielsen's 10 Usability Heuristics as a scoring framework:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Visibility of system status&lt;/li&gt;
&lt;li&gt;Match between system and real world&lt;/li&gt;
&lt;li&gt;User control &amp;amp; freedom&lt;/li&gt;
&lt;li&gt;Error prevention&lt;/li&gt;
&lt;li&gt;Error recovery&lt;/li&gt;
&lt;li&gt;Flexibility &amp;amp; efficiency&lt;/li&gt;
&lt;li&gt;Aesthetics &amp;amp; minimalism&lt;/li&gt;
&lt;li&gt;Recognition vs. recall&lt;/li&gt;
&lt;li&gt;Documentation&lt;/li&gt;
&lt;li&gt;Recovery from errors&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Each is scored 0-100 based on page structure, copy clarity, interaction patterns.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Accessibility Scanning
&lt;/h3&gt;

&lt;p&gt;WCAG 2.1 AA compliance checking:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Color contrast ratios&lt;/li&gt;
&lt;li&gt;Heading hierarchy&lt;/li&gt;
&lt;li&gt;Form labels &amp;amp; descriptions&lt;/li&gt;
&lt;li&gt;Keyboard navigation&lt;/li&gt;
&lt;li&gt;Focus indicators&lt;/li&gt;
&lt;li&gt;Image alt text&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  4. Smart Prioritization
&lt;/h3&gt;

&lt;p&gt;Not all issues are equal. We weight by:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Impact (how many users affected?)&lt;/li&gt;
&lt;li&gt;Effort (how hard to fix?)&lt;/li&gt;
&lt;li&gt;Criticality (does it block core flows?)&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Speed:&lt;/strong&gt; Audit cycles go from weeks to minutes&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Frequency:&lt;/strong&gt; Catch regressions before they hit production&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Scale:&lt;/strong&gt; Run across 50+ competitor sites to benchmark&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Cost:&lt;/strong&gt; No hiring UX researchers for routine audits&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Try It
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://parallax-ux.com" rel="noopener noreferrer"&gt;parallax-ux.com&lt;/a&gt; – enter a URL, get a UX audit in 30 seconds.&lt;/p&gt;

&lt;p&gt;Questions? Happy to discuss our heuristic scoring, how we handle dynamic content, or architectural challenges we solved.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>ux</category>
      <category>webdev</category>
      <category>a11y</category>
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