Tags

# Data Governance

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![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)

## 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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![Stop Letting AI Guess: The Case for Semantic Intelligence](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Stop Letting AI Guess: The Case for Semantic Intelligence](https://cdn.hashnode.com/uploads/covers/68f7e5e9cd62a42c206feaa6/ceb6803b-d1da-4a02-850b-588fbc7db91d.png)

## Stop Letting AI Guess: The Case for Semantic Intelligence

AI doesn't know what your data means. It infers. Anyone who has used OpenAI or Claude has experienced hallucinations and rolled their eyes when they realize that although LLMs aim to please (i.e., are...

](/blog/stop-letting-ai-guess-the-case-for-semantic-intelligence)

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![How Paris's Transit Giant Turned Metadata into a Strategic Asset](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![How Paris's Transit Giant Turned Metadata into a Strategic Asset](https://cdn.hashnode.com/uploads/covers/68f7e5e9cd62a42c206feaa6/ae19d403-29f0-445b-a5f2-3e8bf4021cee.jpg)

## How Paris's Transit Giant Turned Metadata into a Strategic Asset

When most people think about RATP — the operator behind Paris's metro, bus, and RER networks — they think about trains running on time. But behind the scenes, the organization is asking the same quest...

](/blog/ratp-metadata-strategic-asset)

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![Why Semantic Intelligence Is the Missing Foundation for Trusted AI](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Why Semantic Intelligence Is the Missing Foundation for Trusted AI](https://cloudmate-test.s3.us-east-1.amazonaws.com/uploads/covers/68f7e5e9cd62a42c206feaa6/3c91810e-2b42-4233-b4eb-65763cce9ec8.png)

## Why Semantic Intelligence Is the Missing Foundation for Trusted AI

A frequent question we hear from data leaders is: “We invested in a data catalog. Why don’t our teams trust the data?” The question stems from how our industry has approached metadata over the past de...

](/blog/why-semantic-intelligence-is-the-missing-foundation-for-trusted-ai)

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![Collate Launches Semantic Intelligence Graph To Help AI Understand Enterprise Data](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Collate Launches Semantic Intelligence Graph To Help AI Understand Enterprise Data](https://cloudmate-test.s3.us-east-1.amazonaws.com/uploads/covers/68f7e5e9cd62a42c206feaa6/c772392a-f04b-4e0e-8df9-06be8170e128.png)

## Collate Launches Semantic Intelligence Graph To Help AI Understand Enterprise Data

Menlo Park, Calif. — February 24, 2026 — Collate, Inc., the semantic intelligence company, today launched powerful capabilities that give AI agents and other AI workflows a deep semantic understanding...

](/blog/collate-launches-semantic-intelligence-graph-to-help-ai-understand-enterprise-data)

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![Build AI Agents That Understand Your Data and Business](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Build AI Agents That Understand Your Data and Business](https://cloudmate-test.s3.us-east-1.amazonaws.com/uploads/covers/661eafb497eb31f2d368a2bf/651838cc-802b-4aef-b03a-214f432f0c41.png)

## Build AI Agents That Understand Your Data and Business

If you’re not using AI agents to manage your data, then you’re spending way too much time on data management tasks. Think about it: is it a good use of your time spending 10-15 hours (or more) per wee...

](/blog/build-ai-agents-that-understand-your-data-and-business)

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