---
title: "Discussion on \"What Went Wrong with Forward: A  Postmortem on AI-Powered CarePods\" | Hashnode"
description: "Discussion on \"What Went Wrong with Forward: A  Postmortem on AI-Powered CarePods\". Tech startup Forward failed due to data system issues, real-time monitoring problems, and scalability challenges"
url: "https://hashnode.com/posts/what-went-wrong-with-forward-a-postmortem-on-ai-powered-carepods/681ddc69b4d324db9a22fe47"
---

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# [What Went Wrong with Forward: A Postmortem on AI-Powered CarePods](https://dataengineering101.hashnode.dev/what-went-wrong-with-forward-a-postmortem-on-ai-powered-carepods?utm_source=hashnode&utm_medium=feed)

Tech startup Forward failed due to data system issues, real-time monitoring problems, and scalability challenges

May 9, 2025 · 4 min read · dataengineering101.hashnode.dev  
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-   [#teardown](https://hashnode.com/tag/teardown)
-   [#forward](https://hashnode.com/tag/forward)
-   [#dataengineering](https://hashnode.com/tag/dataengineering)
-   [#s3](https://hashnode.com/tag/s3)
-   [#kafka](https://hashnode.com/tag/kafka)

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