Scaling analysis

How a $2.5 trillion firm built a secure GenAI platform, with Bigdata.com

August 2025
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To a global investment firm managing over $2.5 trillion in assets for millions of clients, control over its AI environment was essential. The firm's goal was to build a secure and highly customized generative AI platform that would integrate its own data, reflect its specific investment philosophy, and satisfy all compliance requirements.

The internal GenAI system was designed to:

  • Seamlessly integrate vast quantities of in-house research, analyst commentary, and proprietary market models
  • Empower analysts and portfolio managers with a conversational chat interface for faster, smarter decisions
  • Maintain strict governance and data security while operating at the speed of AI

After years of development, the firm had built a powerful proprietary GenAI engine, optimized for internal data. But a key challenge remained: how to expand its capabilities with external insights without compromising security, quality, or uniqueness.

The challenge

  • One of the largest investment firms globally with $2.5T+ AUM
  • Active, research-driven investing across equities, fixed income, and multi-asset portfolios
  • Strong focus on proprietary research and uncompromising data security

The firm needed external content that was high quality, domain-specific, AI-ready, and easily combined with proprietary datasets.

The solution: Bigdata.com data infrastructure

RavenPack’s Bigdata.com provided the missing piece:

  • External reference data engine – A vast library of AI-ready datasets, from financial news and market sentiment to ESG and event detection.
  • RavenPack knowledge graph – Adds context, relationships, and metadata to improve GenAI accuracy and relevance.
  • Seamless LLM-to-LLM integration – Proprietary intelligence meets enriched external data, all within the firm’s strict security model.

Results

  • Enhanced response quality – Context-rich, accurate answers for complex market queries
  • Faster research turnaround – Analysts combine internal and real-time external insights in a single session
  • Strategic differentiation – A unique AI platform, unlike any off-the-shelf solution

Beyond data: a strategic partnership

With Bigdata.com, the investment firm gains:

  • Ready-made data for GenAI – Pre-structured, plug-and-play datasets with no cleaning required
  • Continuous enrichment – The RavenPack knowledge graph evolves with the market
  • Scalable expansion – Seamless integration of new datasets creates a living, learning AI ecosystem

Looking ahead, the firm is building an ever-growing AI knowledge ecosystem that strengthens research, accelerates insights, and safeguards its competitive edge.

If you’re also looking to embed AI workflows into your research and decision-making, explore what you can build with Bigdata.