Cutting Manual Data Search by 50% with AI-Powered Discovery

 

A global pharmaceutical leader was drowning in data. Commercial drug datasets sprawled across dozens of Snowflake databases and finding the right table meant hours of manual digging by skilled analysts who should have been generating insights, not hunting for inputs.

 

AE Partners built them a way out.

The Problem

Analytics teams were manually navigating complex database schemas to locate datasets needed for market strategy, compliance, and competitive analysis. Without an intelligent search layer, employees relied heavily on raw SQL queries, outdated documentation, and tribal knowledge to find the right information.

 

As data systems grew more complex, finding accurate datasets became increasingly time-consuming and inefficient. Analysts often spent hours searching across disconnected tables and systems instead of focusing on insights and decision-making. These delays slowed reporting cycles, created operational bottlenecks, and impacted the organization’s ability to make timely, data-driven decisions.

The Solution

 

AE Partners designed and deployed an AI-powered data retrieval platform built on four core capabilities:

  • Metadata-driven discovery — a structured indexing framework that maps Snowflake databases, tables, and fields for precise query targeting
  • Natural language SQL generation — an AI agent that converts plain-language requests into accurate SQL queries, eliminating manual scripting
  • RAG-enhanced search — Retrieval-Augmented Generation that pulls from indexed datasets and vector databases to surface context-aware, relevant results
  • Semantic vector matching — Azure OpenAI embeddings stored in ChromaDB, using cosine similarity to match queries by meaning, not just keywords

The AE Solution

The Results

  • 50–60% reduction in manual search effort
  • Faster dataset retrieval, enabling quicker modeling and reporting
  • Analysts freed from data navigation to focus on strategic insight\
 

The Bottom Line

Pharmaceutical teams now find the right data in minutes instead of hours. The platform turned a chronic operational bottleneck into a competitive advantage and gave analysts their time back.

Your data is waiting to be found.

Environments just to find the right dataset. That time should be spent on insights, not infrastructure.

AE Partners builds AI-powered data discovery platforms that cut search effort by 50–60%. Connecting your teams to the right Snowflake datasets in minutes, not hours.

Learn how we helped 100 top brands gain success