Tags

# Knowledge Graph

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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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![Collate Gives Teams an AI Data Analyst That Actually Understands Their Data](data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7)

![Collate Gives Teams an AI Data Analyst That Actually Understands Their Data](https://www.getcollate.io/images/blog/collate-gives-teams-an-ai-data-analyst-that-actually-understands-their-data/cover.png)

## Collate Gives Teams an AI Data Analyst That Actually Understands Their Data

Menlo Park, Calif. — April 30, 2026 — Collate Inc., the semantic intelligence company, today announced Collate AI Analytics, a new capability that enables data analysts to talk with their data to disc...

](/blog/collate-gives-teams-an-ai-data-analyst-that-actually-understands-their-data)

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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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![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)