Snow Leopard AI

Snow Leopard AI

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Structured data for AI: Snow Leopard vs. MCP
Snow Leopard, with its semantic data intelligence, significantly outperforms LLM+MCP (95% accuracy vs. 74%, for real-world datasets)
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Deepti Srivastava
AI agents need live business data, not more intelligence
Simply put, for AI agents to be part of critical / user-facing workflows, they need real-time access to the “crown jewels” of a business...structured…
RAG just doesn’t cut it for structured data for AI
RAG (Retrieval Augmented Generation) has become the de facto design pattern for AI applications. But it just doesn't cut it for most operational…
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Deepti Srivastava
Structured data is broken for AI!
As soon as you try to convert that POC into a production app, things fall apart fairly quickly
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Deepti Srivastava

May 2025

April 2025

Enterprise AI’s systems architecture problem
Instead of unlocking data, most AI initiatives recreate old problems: brittle pipelines, static snapshots, and expensive ETL jobs.
Beyond ETL: Why scalable AI systems need live operational data
Live data access is the only scalable way to support production-grade AI systems.
Why enterprise AI can't answer high value business questions—and how to change that
Disconnected tools, brittle pipelines, and rigid logic falls apart under real-world conditions.
How the things we build impact the world
Most AI workflows buckle under static assumptions, rigid pipelines, and layers of hidden complexity.
© 2025 Deepti Srivastava
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