--- title: "My 2 Cents: I'll gladly spend them to stop staring at tes..." url: https://daily.dev/posts/my-2-cents-i-ll-gladly-spend-them-to-stop-staring-at-tes--91wglpmhn source_url: https://tech.trivago.com/post/2026-04-15-my-2-cents-ill-gladly-spend-them-to-stop-staring-at-test-logs/ type: article source: "Tech at trivago" published: 2026-04-16T14:31:43.798Z updated: 2026-04-16T14:32:09.828Z tags: ["github-actions", "selenium"] reading_time: 10 upvotes: 0 comments: 0 language: 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. # My 2 Cents: I'll gladly spend them to stop staring at tes... **[Tech at trivago](https://daily.dev/sources/trivago)** · 10 min read · 0 upvotes · 0 comments ## Summary Trivago's QA team built an AI-powered failure analysis job inside their GitHub Actions CI pipeline to automatically triage end-to-end test failures. The system collects structured failure reports from a Selenium-based framework, cross-correlates failures across desktop, mobile, and SSR platforms, enriches context with git diffs and 24-hour test history from Elasticsearch, then invokes the Cursor CLI with Gemini Flash in stateless ask mode. The prompt instructs the model to prioritize flakiness signals over PR regressions ('flaky until proven guilty'). The analysis appears in the GitHub Actions Step Summary within 90 seconds at a cost of roughly $0.02–$0.03 per run, reducing the need for manual log triage across 40+ daily workflow runs. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Fix flaky tests with AI within Bitbucket](https://daily.dev/posts/fix-flaky-tests-with-ai-within-bitbucket-xx1o26euv) · Atlassian · 0 upvotes · 0 comments --- Tags: [#github-actions](https://daily.dev/tags/github-actions), [#selenium](https://daily.dev/tags/selenium) [View this post on daily.dev](https://daily.dev/posts/my-2-cents-i-ll-gladly-spend-them-to-stop-staring-at-tes--91wglpmhn)