--- title: When AI Becomes Your On-Call Teammate: Inside Wix's... description: Wix built AirBot, an AI-powered Slack agent that automates incident investigation for their 3,500+ Apache Airflow pipelines. The system uses LLMs with Model... canonical: https://daily.dev/posts/when-ai-becomes-your-on-call-teammate-inside-wix-s-airbot-that-saves-675-engineering-hours-a-month-uw5xwbrnc twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: When AI Becomes Your On-Call Teammate: Inside Wix's AirBot That Saves 675 Engineering Hours a Month | daily.dev og:description: Wix built AirBot, an AI-powered Slack agent that automates incident investigation for their 3,500+ Apache Airflow pipelines. The system uses LLMs with Model... og:url: https://daily.dev/posts/when-ai-becomes-your-on-call-teammate-inside-wix-s-airbot-that-saves-675-engineering-hours-a-month-uw5xwbrnc og:image: https://api.daily.dev/og/posts/Uw5xWbrNC.png og:image:alt: When AI Becomes Your On-Call Teammate: Inside Wix's AirBot That Saves 675 Engineering Hours a Month 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. # When AI Becomes Your On-Call Teammate: Inside Wix's AirBot That Saves 675 Engineering Hours a Month **[Wix Engineering](https://daily.dev/sources/wix_eng)** · 8 min read · 3 upvotes · 0 comments ## Summary Wix built AirBot, an AI-powered Slack agent that automates incident investigation for their 3,500+ Apache Airflow pipelines. The system uses LLMs with Model Context Protocol to analyze logs, identify root causes, and generate pull requests automatically. By leveraging Socket Mode for security, LangChain for reasoning, and tiered model selection (GPT-4o Mini for classification, Claude 4.5 Opus for complex analysis), AirBot saves 675 engineering hours monthly. The architecture includes custom MCP integrations with GitHub, Trino, Spark, and OpenMetadata, achieving a 15% fully automated fix rate and 66% positive feedback across 60 engineers. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [AI Agents at work: real-time platform insights in Slack](https://daily.dev/posts/ai-agents-at-work-real-time-platform-insights-in-slack-as53pzdrz) · monday Engineering · 17 upvotes · 0 comments - [From Co-Pilot to Full Automation: How Wix Is Embedding AI Agents Across an Engineering Org at Scale](https://daily.dev/posts/from-co-pilot-to-full-automation-how-wix-is-embedding-ai-agents-across-an-engineering-org-at-scale-3yjzklvp7) · Wix Engineering · 0 upvotes · 0 comments - [From firefighting to building: How AI agents restored our team’s core productivity](https://daily.dev/posts/from-firefighting-to-building-how-ai-agents-restored-our-team-s-core-productivity-zfyvdslnl) · Grab Tech Blog · 2 upvotes · 0 comments - [Slack is turning Slackbot into an AI assistant](https://daily.dev/posts/slack-is-turning-slackbot-into-an-ai-assistant-mdvauhfuc) · The Verge · 1 upvotes · 0 comments --- Tags: [#devops](https://daily.dev/tags/devops), [#llm](https://daily.dev/tags/llm), [#slack](https://daily.dev/tags/slack), [#sre](https://daily.dev/tags/sre), [#apache-airflow](https://daily.dev/tags/apache-airflow) [View this post on daily.dev](https://daily.dev/posts/when-ai-becomes-your-on-call-teammate-inside-wix-s-airbot-that-saves-675-engineering-hours-a-month-uw5xwbrnc) ```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":"When AI Becomes Your On-Call Teammate: Inside Wix's AirBot That Saves 675 Engineering Hours a Month","url":"https://daily.dev/posts/when-ai-becomes-your-on-call-teammate-inside-wix-s-airbot-that-saves-675-engineering-hours-a-month-uw5xwbrnc","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/when-ai-becomes-your-on-call-teammate-inside-wix-s-airbot-that-saves-675-engineering-hours-a-month-uw5xwbrnc"},"datePublished":"2026-01-15T07:34:12.693Z","dateModified":"2026-01-15T07:34:40.219Z","description":"Wix built AirBot, an AI-powered Slack agent that automates incident investigation for their 3,500+ Apache Airflow pipelines. 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