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docs/analytics-modules-flaky-tests.md

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></script>
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import VideoEmbed from '../src/component/videoEmbed';
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## AI Native Flaky Test Analytics
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The best way to analyze your flaky tests is to use Test Intelligence. Test Intelligence is a machine learning-based algorithm that helps you identify flaky tests and get insights on the flaky tests that are causing your test runs to fail. By observing the historical test runs, Test Intelligence can identify the flaky tests and provide you with the insights to help you fix them.
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<VideoEmbed
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src="https://share.synthesia.io/embeds/videos/9ac62bfa-142e-4cd6-b76a-89dbe8868c83"
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title="Exploring Flaky Test Insights with Test Intelligence"
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/>
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## Flakiness Trends
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The Flakiness Trends widget allows the QA teams to analyze the trends of the flaky tests executed on the platform categorized into Passed, Failed, and Flaky which can easily be filtered with the legends added at the top of the graph.
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docs/analytics-test-failure-classification.md

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The test failure categorization AI is a machine learning model that classifies test failures into different categories. The AI model uses various parameters such as environment, browser, OS, and failure type to categorize the failures. This helps in identifying the root cause of failures and improving test automation efficiency.
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<VideoEmbed
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src="https://share.synthesia.io/embeds/videos/4a1bbc2e-6a78-4a31-86e8-1c7d3649d3b1"
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title="Exploring Custom Widgets for Dashboards in Lambdatest Insights"
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For the first failure as a user you will need to select the type of failure from the list of categories available. The categories are as follows:
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- **Product Bug:** This category is used when the failure is due to a bug in the product being tested. This could be a UI issue, a functional issue, or any other type of bug that affects the product's functionality.
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- **Test Automation Bug:** This category is used when the failure is due to a bug in the test automation code. This could be a script issue, a framework issue, or any other type of bug that affects the test automation process.

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