---
title: "Demystifying Data Observability: 5 Steps to AI-Ready Data"
description: DataOps.live offers AI readiness scoring, helping data product owners understand how well their data will meet their AI needs
---

[Resources | DataOps.live ](https://www.dataops.live/blog)

# [Demystifying Data Observability: 5 Steps to AI-Ready Data](https://www.dataops.live/blog/demystifying-data-observability-5-steps-to-ai-ready-data)

 Written by [News from DataOps.live](https://www.dataops.live/blog/author/news-from-dataops-live) | Oct 22, 2025

***DataOps.live Field CTO Keith Belanger looks at 5 steps to get AI-Ready Data***<https://insightjam.com/share/8qpQN88MnQiKPNXU?utm_source=manual>

 Now that AI is a board-level topic, organizations are rushing to achieve successful outcomes, but enabling that success requires planning. According to[Gartner,](https://www.gartner.com/en/newsroom/press-releases/2025-02-26-lack-of-ai-ready-data-puts-ai-projects-at-risk) more than 60% of AI projects fail to deliver on business SLAs and are often abandoned because of poor data quality, weak governance, or lack of contextual relevance. While AI/ML models receive much of the attention, the truth is that they are only as good as the data that feeds them. If organizations can’t trust their data, they can’t trust their AI. 

[Read the article ](https://www.hpcwire.com/bigdatawire/2025/10/22/demystifying-data-observability-5-steps-to-ai-ready-data/)

[View full post](https://www.dataops.live/blog/demystifying-data-observability-5-steps-to-ai-ready-data)

```json
{
  "@context" : "http://schema.org",
  "@type" : "BlogPosting",
  "author" : {
    "@type" : "Person",
    "name" : "News from DataOps.live"
  },
  "dateModified" : "2026-02-26T11:33:35.035Z",
  "datePublished" : "2025-10-22T04:00:00Z",
  "headline" : "Demystifying Data Observability: 5 Steps to AI-Ready Data",
  "image" : {
    "@type" : "ImageObject",
    "height" : 175,
    "url" : "https://www.dataops.live/hubfs/News%20article%20logos%20%28300%20x%20175%20px%29%20%287%29.png",
    "width" : 300
  },
  "mainEntityOfPage" : "https://www.dataops.live/blog/demystifying-data-observability-5-steps-to-ai-ready-data",
  "publisher" : {
    "@type" : "Organization",
    "logo" : {
      "@type" : "ImageObject",
      "height" : 60.0,
      "url" : "https://f.hubspotusercontent30.net/hubfs/5870630/dataops-logo-blue-800w.png",
      "width" : 202.53165
    },
    "name" : "DataOps Resources"
  }
}
```