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    <title>DEV Community: Yanina Kozlova</title>
    <description>The latest articles on DEV Community by Yanina Kozlova (@yaninakozlova).</description>
    <link>https://dev.to/yaninakozlova</link>
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      <title>DEV Community: Yanina Kozlova</title>
      <link>https://dev.to/yaninakozlova</link>
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      <title>Survive and Thrive: The Manual QA Roadmap for the AI Era</title>
      <dc:creator>Yanina Kozlova</dc:creator>
      <pubDate>Tue, 06 May 2025 01:44:06 +0000</pubDate>
      <link>https://dev.to/yaninakozlova/survive-and-thrive-the-manual-qa-roadmap-for-the-ai-era-45ic</link>
      <guid>https://dev.to/yaninakozlova/survive-and-thrive-the-manual-qa-roadmap-for-the-ai-era-45ic</guid>
      <description>&lt;p&gt;“AI won’t replace you. But someone using AI might.”&lt;br&gt;
This quote hits especially hard if you’re a manual QA.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjbtgsxz3y5verjftn0pv.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjbtgsxz3y5verjftn0pv.png" alt="Image description" width="800" height="533"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;With AI tools writing test cases, automating scripts, and even catching UI bugs before you notice them, it’s easy to feel like manual testing is on the edge of extinction. But here’s the truth: manual QA isn’t dying—it’s evolving. And those who adapt won’t just survive—they’ll thrive.&lt;/p&gt;

&lt;p&gt;In this article, we’ll explore how manual QAs can increase their value and profits using AI tools, and potential career growth paths where their skills still matter (a lot).&lt;/p&gt;

&lt;p&gt;🚫 First: Stop Competing With AI at What It Does Best&lt;br&gt;
AI is fast at:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Writing boilerplate tests&lt;/li&gt;
&lt;li&gt;Generating regression suites&lt;/li&gt;
&lt;li&gt;Repeating thousands of flows without fatigue&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you’re still doing purely repetitive tasks, your value is slowly decreasing. Instead of fighting AI, leverage it.&lt;/p&gt;

&lt;p&gt;✅ How Manual QA Can Use AI to Increase Profitability&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;AI as Your Personal Test Assistant
Use tools like:&lt;/li&gt;
&lt;li&gt;ChatGPT: For generating test cases, edge cases, and test data&lt;/li&gt;
&lt;li&gt;Testim / mabl / Katalon: For codeless automation backed by AI&lt;/li&gt;
&lt;li&gt;Diffblue or Codium: For creating unit tests or analyzing code behavior&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Manual QAs can dramatically reduce time spent on routine documentation and speed up exploratory testing by letting AI handle the setup grunt work.&lt;/p&gt;

&lt;p&gt;💡 Profitability Tip:&lt;br&gt;
Charge for strategy and insight, not just hours worked. Let AI reduce your task time, and you keep the extra margin.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Shift From Tester to Test Designer
Instead of executing tests, focus on:&lt;/li&gt;
&lt;li&gt;Creating AI prompts for test coverage&lt;/li&gt;
&lt;li&gt;Reviewing and validating AI-generated tests&lt;/li&gt;
&lt;li&gt;Designing test strategy, risk areas, and non-functional priorities (accessibility, usability, etc.)&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;💡 Profitability Tip:&lt;br&gt;
Market yourself as a Test Architect or AI-Assisted QA Consultant. These roles pay significantly more than pure manual testers.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Use AI for Exploratory Testing
You can't automate intuition, yet. But you can:&lt;/li&gt;
&lt;li&gt;Use AI to model user personas and behaviors&lt;/li&gt;
&lt;li&gt;Use LLMs to simulate “what if” flows or data inputs&lt;/li&gt;
&lt;li&gt;Automatically summarize logs or bug history with tools like GPT + Kibana/Datadog exports&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;This helps you uncover issues faster and prove your value beyond “click-testing.”&lt;/p&gt;

&lt;p&gt;📈 Career Growth Paths: Where Can Manual QA Go From Here?&lt;br&gt;
🧠 1. AI QA Prompt Engineer&lt;br&gt;
Design smart prompts for test generation tools. This is a mix of QA + creative thinking + understanding LLMs.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Skill up: Learn how LLMs interpret prompts, test NLP-based systems&lt;/li&gt;
&lt;li&gt;Why it pays: Companies need people who know testing and how to steer AI correctly&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;🔍 2. Exploratory Testing Specialist&lt;br&gt;
Deep-dive into products to find edge cases, security gaps, or UX issues AI would miss.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Skill up: Learn accessibility testing, usability heuristics, risk-based testing&lt;/li&gt;
&lt;li&gt;Why it pays: This is where human testers still beat AI every time&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;🧪 3. Quality Coach / QA Strategist&lt;br&gt;
Instead of testing, teach teams how to build quality into the process.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Skill up: Agile coaching, test strategy, communication&lt;/li&gt;
&lt;li&gt;Why it pays: Quality culture is a leadership-level investment&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;🤖 4. No-Code/Low-Code Automation Lead&lt;br&gt;
Use AI-powered, no-code tools to lead automation efforts without needing deep programming.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Skill up: Learn tools like Testim, Autify, or QA Wolf&lt;/li&gt;
&lt;li&gt;Why it pays: You're solving test automation without the dev bottleneck&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;🌟 Final Thoughts&lt;br&gt;
Manual QA in 2025 and beyond is not obsolete—it’s specialized.&lt;/p&gt;

&lt;p&gt;AI will write the tests. But humans will decide which ones matter, how to improve them, and where the risks truly are. Your role is to amplify your human insight with AI superpowers.&lt;/p&gt;

&lt;p&gt;💬 What’s your strategy for growing in the AI era as a QA? Are you pivoting, upskilling, or evolving your role?&lt;/p&gt;

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      <category>ai</category>
      <category>career</category>
      <category>testing</category>
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