--- title: "Escape the AI Graveyard: Fixing Data and Machine Learning Failures" url: https://daily.dev/posts/escape-the-ai-graveyard-fixing-data-and-machine-learning-failures-nbfziyldq source_url: https://www.youtube.com/watch?v=tE7e1w0XARk type: video:youtube source: "IBM Technology" published: 2026-01-13T12:13:51.638Z updated: 2026-01-13T12:14:09.856Z tags: ["ai", "machine-learning", "data-science", "project-management", "mlops"] reading_time: 7 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. # Escape the AI Graveyard: Fixing Data and Machine Learning Failures **[IBM Technology](https://daily.dev/sources/ibmtechnology)** · 7 min read · 0 upvotes · 0 comments ## Summary Most AI projects fail to deliver ROI, with only 25% meeting expectations and 16% scaling enterprise-wide. Three key strategies prevent failure: start with a clear business problem and measurable outcomes rather than technology; secure early stakeholder buy-in by communicating value in terms relevant to each role; and plan for production deployment from day one, including monitoring and model retraining. Models that remain in notebooks without production deployment deliver no real value. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Finding return on AI investments across industries](https://daily.dev/posts/finding-return-on-ai-investments-across-industries-wpjzyg9ph) · MIT Technology Review · 0 upvotes · 0 comments - [Why Most Machine Learning Projects Fail to Reach Production](https://daily.dev/posts/why-most-machine-learning-projects-fail-to-reach-production-opcx6gdce) · InfoQ · 0 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#machine-learning](https://daily.dev/tags/machine-learning), [#data-science](https://daily.dev/tags/data-science), [#project-management](https://daily.dev/tags/project-management), [#mlops](https://daily.dev/tags/mlops) [View this post on daily.dev](https://daily.dev/posts/escape-the-ai-graveyard-fixing-data-and-machine-learning-failures-nbfziyldq)