--- title: Triage synthetic test failures faster with Bits... description: Datadog has introduced Bits Investigation, an AI-assisted triage feature for Synthetic Monitoring. It helps engineers quickly determine whether a synthetic... canonical: https://daily.dev/posts/triage-synthetic-test-failures-faster-with-bits-investigation-bupfuj80o twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Triage synthetic test failures faster with Bits Investigation | daily.dev og:description: Datadog has introduced Bits Investigation, an AI-assisted triage feature for Synthetic Monitoring. It helps engineers quickly determine whether a synthetic... og:url: https://daily.dev/posts/triage-synthetic-test-failures-faster-with-bits-investigation-bupfuj80o og:image: https://api.daily.dev/og/posts/BUPfuJ80O.png og:image:alt: Triage synthetic test failures faster with Bits Investigation og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Triage synthetic test failures faster with Bits Investigation **[Datadog](https://daily.dev/sources/datadog)** · 5 min read · 0 upvotes · 0 comments ## Summary Datadog has introduced Bits Investigation, an AI-assisted triage feature for Synthetic Monitoring. It helps engineers quickly determine whether a synthetic test failure is a real regression or a misconfiguration, then automatically correlates APM traces, logs, infrastructure metrics, and deployment signals to generate root-cause hypotheses. Investigations can be triggered manually or configured to start automatically when specific monitors fire, allowing teams to move from alert to remediation without manually gathering context across multiple data sources. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Simplifying troubleshooting across the user journey with Datadog Synthetic Monitoring](https://daily.dev/posts/simplifying-troubleshooting-across-the-user-journey-with-datadog-synthetic-monitoring-bq1g6xoll) · Datadog · 0 upvotes · 0 comments - [Automate synthetic test coverage with Bits Testing](https://daily.dev/posts/automate-synthetic-test-coverage-with-bits-testing-uj8otg8el) · Datadog · 0 upvotes · 0 comments - [Accelerate investigations with AI in Datadog Incident Response](https://daily.dev/posts/accelerate-investigations-with-ai-in-datadog-incident-response-ir84e5dlb) · Datadog · 0 upvotes · 0 comments - [Autonomously monitor for impactful degradations with Bits Detection](https://daily.dev/posts/autonomously-monitor-for-impactful-degradations-with-bits-detection-upxyrfmoz) · Datadog · 0 upvotes · 0 comments - [Turn Datadog findings into automated code fixes with Bits Code](https://daily.dev/posts/turn-datadog-findings-into-automated-code-fixes-with-bits-code-xhqssnjkw) · Datadog · 0 upvotes · 0 comments --- Tags: [#devops](https://daily.dev/tags/devops), [#observability](https://daily.dev/tags/observability) [View this post on daily.dev](https://daily.dev/posts/triage-synthetic-test-failures-faster-with-bits-investigation-bupfuj80o) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Triage synthetic test failures faster with Bits Investigation","url":"https://daily.dev/posts/triage-synthetic-test-failures-faster-with-bits-investigation-bupfuj80o","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/triage-synthetic-test-failures-faster-with-bits-investigation-bupfuj80o"},"datePublished":"2026-06-10T11:57:57.635Z","dateModified":"2026-08-24T06:53:46.482Z","description":"Datadog has introduced Bits Investigation, an AI-assisted triage feature for Synthetic Monitoring. 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