## Collate Blog

Stay updated with the latest news and insights from the Collate team.

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![](data:image/svg+xml,%3csvg%20xmlns=%27http://www.w3.org/2000/svg%27%20version=%271.1%27%20width=%271200%27%20height=%27670%27/%3e)![Most Context Layers Only Go Halfway: What AI Actually Needs](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Most Context Layers Only Go Halfway: What AI Actually Needs](https://cdn.hashnode.com/uploads/covers/68f7e5e9cd62a42c206feaa6/4cb63ea5-2f15-416d-af6b-722a6b67b68b.png)

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## Most Context Layers Only Go Halfway: What AI Actually Needs

There's a hidden assumption embedded in almost every data catalog, governance framework, and metadata platform built over the last decade: that a human being would always be nearby to handle ambiguity...





](/blog/most-context-layers-only-go-halfway-what-ai-actually-needs)

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# Page 2 of Collate Blog

Stay up to date on company updates, product announcements, and other important news

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## Collate Success Stories

](/case-studies)

![Loggi 16,000 dashboards removed for huge cost savings](/images/customer-gallery/header/loggi-bg.svg)

![Loggi 16,000 dashboards removed for huge cost savings](/images/customer-gallery/header/loggi-logo.svg)

## Loggi 16,000 dashboards removed for huge cost savings

[Learn More](https://open-metadata.org/case-study/loggi)

![Gorgias 45K+ Data assets cataloged](/images/customer-gallery/header/gorgias-bg.svg)

![Gorgias 45K+ Data assets cataloged](/images/customer-gallery/header/gorgias-logo.svg)

## Gorgias 45K+ Data assets cataloged

[Read More](https://open-metadata.org/case-study/gorgias)

![7 business domains, managed with 30+ analytics process per domain](/images/customer-gallery/header/freenow-bg.svg)

![7 business domains, managed with 30+ analytics process per domain](/images/customer-gallery/header/freenow-logo.svg)

## 7 business domains, managed with 30+ analytics process per domain

[Read More](https://medium.com/breaking-data-silos-lineage-for-cross-domain/data-management-at-freenow-the-lineage-and-announcements-approach-177f387a9180)