---
title: "Discussion on \"MTTR is the Wrong Metric for AI-Era Engineering Teams\" | Hashnode"
description: "Discussion on \"MTTR is the Wrong Metric for AI-Era Engineering Teams\". AI tools produce 41% more bugs and 98% more pull requests. MTTR can't keep up. Here's how MTTF shifts your team from incident response to prevention."
url: "https://hashnode.com/posts/mttr-is-the-wrong-metric-for-ai-era-engineering-teams/6a6a7351745d3d61b88c16b2"
---

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# [MTTR is the Wrong Metric for AI-Era Engineering Teams](https://ito.hashnode.dev/mttr-is-the-wrong-metric-for-ai-era-engineering-teams?utm_source=hashnode&utm_medium=feed)

AI tools produce 41% more bugs and 98% more pull requests. MTTR can't keep up. Here's how MTTF shifts your team from incident response to prevention.

Jul 29 · 15 min read · ito.hashnode.dev  
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-   [#code-review](https://hashnode.com/tag/code-review)
-   [#engineering-management](https://hashnode.com/tag/engineering-management)
-   [#engineering-metrics](https://hashnode.com/tag/engineering-metrics)
-   [#metrics](https://hashnode.com/tag/metrics)
-   [#software-testing](https://hashnode.com/tag/software-testing)

## Written by

[Barron Caster](https://hashnode.com/@barronc)

@barronc · Oakland, USA

  
[View profile](https://hashnode.com/@barronc)

Cofounder/CEO at Ito.ai. AI code review that runs your code.

Cofounder/CEO at Ito. We build the only AI code review that runs your application on every pull request. 81% of the bugs we find are invisible in the diff. Previously growth at Rev.com, sold a ZK wallet securing $100m+. Angel investor in Vercel.

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