eBook
Inside Atlan AI Labs & The 5x Accuracy Factor
Real experiments, quantifiable results, and a repeatable playbook for closing the gap between AI demos and production-ready systems.

TRUSTED BY LEADERS
The Problem
AI Demos Don't Ship
Research from MIT shows 95% of AI pilots fail in production—not because models are weak, but because they can't handle the messy, context-laden reality of enterprise data.
Leaders lose confidence when AI gives different answers than trusted teams. Shadow experiments bypass governance. The gap between demo and deployment isn't caused by models – it's missing context.
Get the EbookThe Solution



Our Approach
Narrow the domain
Pick one high-value use case.
Layer the context
Build structured semantic views.
Measure, don't guess
Create evaluation sets to track progress.
Ship with thresholds
Aim for trust, not perfection.
Inside the eBook
What's Inside
Discover the key insights and strategies inside this comprehensive guide
AI Demo vs. Reality
Understanding how the context gap blocks production-ready AI.
Inside AI Labs
The 9-step flow that guides Atlan AI Labs workshops.
The 5x Accuracy Factor
Real customer success stories and research-backed evidence.
Field Guide to Getting Started
The first 7 steps and pitfalls to avoid so you can start tomorrow.
Why This Matters
95%
AI pilots that fail
due to missing context.
70%
Forbes Global 2000 customers
that will soon require ROI analysis for AI.
5x
AI accuracy improvement
after implementing Atlan AI Labs methodology.
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