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<title>TopNotch blog</title><link>https://topnotchltd.com/blog/</link><description>Software testing, AI development and QA insights from TopNotch.</description><language>en-us</language>
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<item><title>Signs it&#x27;s time to bring in a QA partner</title><link>https://topnotchltd.com/blog/when-to-hire-a-qa-partner/</link><guid>https://topnotchltd.com/blog/when-to-hire-a-qa-partner/</guid><pubDate>Tue, 06 Oct 2026 09:00:00 +0000</pubDate><description>Six warning signs your software testing isn&#x27;t keeping up, how an outsourced QA partner compares with an in-house hire, and what to ask before you sign.</description></item>
<item><title>How to test AI features: a practical QA guide for LLM-powered products</title><link>https://topnotchltd.com/blog/how-to-test-ai-features/</link><guid>https://topnotchltd.com/blog/how-to-test-ai-features/</guid><pubDate>Tue, 29 Sep 2026 09:00:00 +0000</pubDate><description>How to test chatbots, copilots and LLM features: evaluation sets, scoring rubrics, prompt injection, hallucinations and regression testing.</description></item>
<item><title>Manual vs. automated testing: how to choose the right mix</title><link>https://topnotchltd.com/blog/manual-vs-automated-testing/</link><guid>https://topnotchltd.com/blog/manual-vs-automated-testing/</guid><pubDate>Thu, 17 Sep 2026 09:00:00 +0000</pubDate><description>When to automate a test, when to keep it manual, and a practical framework for building a test strategy that catches bugs without drowning in maintenance.</description></item>
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