Media Summary: In this episode of the AtScale Data-Driven Podcast, Dave Mariani sits down with Juan Sequeda, Principal Researcher at ... Workday's governance system worked beautifully for people — until generative Learn why an organization's ontology, a structured framework for how a business defines, connects, and makes sense of its data ...

Ai Needs Context Semantic Layers Metadata Trust In 2026 - Detailed Analysis & Overview

In this episode of the AtScale Data-Driven Podcast, Dave Mariani sits down with Juan Sequeda, Principal Researcher at ... Workday's governance system worked beautifully for people — until generative Learn why an organization's ontology, a structured framework for how a business defines, connects, and makes sense of its data ... Modern analytics often suffers from inconsistent metrics, fragmented data definitions, and repeated query work across teams.

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AI Needs Context: Semantic Layers, Metadata & Trust in 2026
Context Layer vs Semantic Layer: You Need Both, Here's Why [2026]
Why Enterprise AI Fails Without a Context Layer [2026]
Semantic Layers in the Age of AI are 100% Needed
How Context Graphs Turn Fragmented Metadata Into Trust [2026]
Why AI needs dbt for conversational analytics
Workday: How a Semantic Layer Taught AI the Language of Business | Context as Culture
"Semantic Layers Are Overrated." - The AI Analyst, episode 2
Semantic Layers, OSI & AI: Why Context Beats Data Access
DD26 - Context Intelligence: The Missing Layer for Agentic AI
What Is A Semantic Layer in AI?
Agentic AI Needs Context: How Starburst Aims To Redefine Enterprise Intelligence
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AI Needs Context: Semantic Layers, Metadata & Trust in 2026

AI Needs Context: Semantic Layers, Metadata & Trust in 2026

In this episode of the AtScale Data-Driven Podcast, Dave Mariani sits down with Juan Sequeda, Principal Researcher at ...

Context Layer vs Semantic Layer: You Need Both, Here's Why [2026]

Context Layer vs Semantic Layer: You Need Both, Here's Why [2026]

The

Why Enterprise AI Fails Without a Context Layer [2026]

Why Enterprise AI Fails Without a Context Layer [2026]

The constraint on enterprise

Semantic Layers in the Age of AI are 100% Needed

Semantic Layers in the Age of AI are 100% Needed

What are

How Context Graphs Turn Fragmented Metadata Into Trust [2026]

How Context Graphs Turn Fragmented Metadata Into Trust [2026]

A

Why AI needs dbt for conversational analytics

Why AI needs dbt for conversational analytics

"BI never became self-service, but

Workday: How a Semantic Layer Taught AI the Language of Business | Context as Culture

Workday: How a Semantic Layer Taught AI the Language of Business | Context as Culture

Workday's governance system worked beautifully for people — until generative

"Semantic Layers Are Overrated." - The AI Analyst, episode 2

"Semantic Layers Are Overrated." - The AI Analyst, episode 2

My prediction is that

Semantic Layers, OSI & AI: Why Context Beats Data Access

Semantic Layers, OSI & AI: Why Context Beats Data Access

What does enterprise

DD26 - Context Intelligence: The Missing Layer for Agentic AI

DD26 - Context Intelligence: The Missing Layer for Agentic AI

Enterprises have spent billions on

What Is A Semantic Layer in AI?

What Is A Semantic Layer in AI?

Ask an

Agentic AI Needs Context: How Starburst Aims To Redefine Enterprise Intelligence

Agentic AI Needs Context: How Starburst Aims To Redefine Enterprise Intelligence

Why is

How Semantic Layers and Ontologies Create Trusted AI

How Semantic Layers and Ontologies Create Trusted AI

Learn why an organization's ontology, a structured framework for how a business defines, connects, and makes sense of its data ...

Analytics Advantage: Why AI Needs Metadata to Work

Analytics Advantage: Why AI Needs Metadata to Work

We're asking

What Is a Context Layer for AI Systems? Complete Guide [2026]

What Is a Context Layer for AI Systems? Complete Guide [2026]

A

What to Expect in 2026 at the Intersection of Data and AI - Datalere Webinar

What to Expect in 2026 at the Intersection of Data and AI - Datalere Webinar

AI

Why Gartner Says This Layer Is Critical for AI!

Why Gartner Says This Layer Is Critical for AI!

The "

AI + Semantic Layers: Live Demo of Claude Querying Data with AtScale and MCP

AI + Semantic Layers: Live Demo of Claude Querying Data with AtScale and MCP

See how

The Looker Semantic Layer & AI

The Looker Semantic Layer & AI

Learn more about Looker's

Consensus Semantic Layer by Colrows | The Intelligence Layer for Modern Analytics

Consensus Semantic Layer by Colrows | The Intelligence Layer for Modern Analytics

Modern analytics often suffers from inconsistent metrics, fragmented data definitions, and repeated query work across teams.