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What AtScale doesThe three-minute version
The path to 100% accuracyAccuracy = Process + Tools
The cost of LLM guessingCost = Tokens × Guesses
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What is a semantic layer?
What is an AI computation engine?
Why AI guesses at your metrics
Semantic layer vs. catalogs and ontologies
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Why Snowflake bet on AtScale
Snowflake chose AtScale as the engine inside Semantic Views. Here’s what that says about the layer underneath your AI.
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Product
Platform
AtScale Product OverviewHow the pieces fit together
AtScale ACEThe AI Computation Engine
AtScale CoModelAI-assisted semantic modeling
AtScale ClarifyResolves a prompt to one metric, and asks when it cannot tell
AtScale CanaryAttests the answer is right
AtScale GovernanceShips your definitions like code, and carries your permissions through
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Blue Yonder: 30 hours to 90 seconds
A thousand dashboards and 800 tables became ten governed models. Analysis that took a team four days now runs in about ninety seconds.
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Wanted: troublemakers
Rules are optional. Correct numbers aren’t. Join us, and let’s make a dent in the AI universe together.
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Updated February 5, 2026 / Posted by:

See How a Semantic Layer Impacts BI & AI Performance on Popular Cloud Data Platforms

The Universal Semantic Layer for enterprise AI and analytics.

AtScale provides the Universal Semantic Layer for enterprise AI and analytics. A semantic layer is the shared dictionary for a company’s business — the one governed place where metrics like revenue, active customers, and margin are defined once, so every tool and every AI answers with the same number. With AtScale for AI, it’s the first semantic computation layer built for AI, giving agents and LLMs one governed place to compute business metrics accurately through the ACE engine, AtScale CoModel, and the AI Accuracy Flywheel.

Product & Use Cases

Universal Semantic Layer
AI Context and MCP
Agentic Analytics
Data Governance and Trust
Self-Service BI
Semantic Modeling
AtScale for Snowflake
Integrations
Pricing

Resources

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Company

About AtScale
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Customers

All Customer Stories
Bluemercury: Retail Self-Service
Blue Yonder: AI Agents
Papa Johns: Franchise Analytics
TELUS: Network Analytics
Tier 1 Bank: AI Optimization
Vodafone: Scalable Cloud-Native Analytics

Learn

A Skill or README Isn’t a Semantic Layer
Best Agentic AI Tools for Enterprises
Scaling AI Efficiently with Semantic Layers
The Real AI Sovereignty Fight Is About Meaning
What Is a Semantic Layer?
What Is AI Context?
What Is AI-Ready Data?
Why ChatGPT Gives Different Answers to the Same Question
Your AI Isn’t Expensive. It’s Guessing.

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