What Codex Unlocks for Zapier

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Zapier engineer Ryan Fitzgerald demonstrates how Codex integrates Slack, Google Docs, Coda, and other tool contexts into Jira ticket generation, reducing weeks of research to just hours and significantly boosting engineering efficiency.

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TL;DR: Zapier engineer Ryan Fitzgerald shows how Codex integrates multi-tool context into Jira ticket generation, reducing what used to take weeks of research down to hours. ## Codex: From Traditional AI to an Engineering Operations Layer At Zapier, Codex no longer acts like a traditional AI that only operates at the coding level—instead, it becomes an operations layer for modern engineering work. As engineer Ryan Fitzgerald explains: "This tool you now have, at the coding level, is hardly like traditional AI anymore; it’s more like the operations layer of modern engineering work." ## Integrating a Remote-First Tool Stack Zapier is a remote-first company that relies heavily on different tools like Slack, Google Docs, and Coda on a daily basis. Codex is the key piece that brings these scattered tools together. Fitzgerald emphasizes: "We use Slack, Google Docs, Coda, and other tools extensively, and Codex is the critical link that ties these tools together." ## Core Application: Jira Ticket Generation A major use case is generating comprehensive tickets in Jira via Codex. This requires data and context from multiple different tools. Zapier uses the **Zapier MCP** and **SDK** to extract context into Codex, thereby completing the information integration. ### A Quantum Leap in Speed - **Before**: Gathering all the necessary information could take **weeks** of research. - **Now**: With Codex, you can traverse all the different knowledge sources and assemble a complete set of epic tickets with detailed step-by-step instructions in just **hours**. "We've dramatically accelerated the speed at which we create tickets," Fitzgerald says. "What used to take weeks now takes hours, allowing us to remove blockers for customers faster than ever before." ## Summary In Zapier’s real-world usage, Codex connects tools like Slack, Google Docs, Coda, and Jira to achieve an efficiency leap from weeks of research to hours of generation, becoming the core operations layer driving engineering work. Source: What Codex Unlocks for Zapier - OpenAI (https://www.youtube.com/watch?v=DDnGhZ01PqM)

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