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
AI Demos Don't Ship
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.
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
Instant Download
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Who's It For?

Who should read this?
Directors of Data Engineering
Start turning ad hoc AI experiments into governed, repeatable capabilities.
VPs of Data & Analytics
Get the ROI story and risk mitigation framework to justify AI infrastructure investments.
Lead Analytics Engineer
Confidently debug AI failures, measure tactics, and demonstrate improvement.
Inside the Ebook
Understanding the demo vs reality gap
Context engineering methodology explained
How to achieve 5x accuracy improvements
Building evaluation frameworks that scale
How to start building context tomorrow

