How a $2.5 trillion firm built a secure GenAI platform, with Bigdata.com
August 2025To 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.