CASE STUDY

AI Customization for Investment Research at an Institutional Asset Manager

Institutional Asset Manager · $12B AUM · Custom AI for investment research → 80% reduction in manual research hours, 50% faster data processing

Client Profile

A top-tier institutional asset manager overseeing $12 billion AUM, managing multi-asset portfolios across equities, fixed income, alternatives, and private markets. The firm wanted to accelerate investment research and generate faster, more accurate insights by applying AI to its proprietary data.

The Challenge

The investment team recognized the potential of AI but found that generic tools such as Microsoft Copilot and ChatGPT were not designed for their workflows.

These tools lacked alignment with proprietary research, offered limited integration with portfolio systems, and raised concerns around compliance and oversight. The firm required an AI capability that reflected its unique strategies and operated within its own environment.

How Cognivo Helped

Cognivo partnered with the firm to design and implement a custom AI model trained on proprietary investment data and integrated directly into the firm’s research workflows.

1. Custom AI Development and Deployment

  • Built a model trained on the firm’s portfolio data, research, and macroeconomic inputs
  • Deployed within the firm’s environment to maintain ownership and control of data
  • Enabled fine-tuning for investment philosophy, risk models, and market outlooks

2. AI-Driven Research and Portfolio Intelligence

  • Applied natural language processing to earnings reports, investor calls, and alternative data
  • Automated due diligence, cutting manual research time while enhancing alpha insights
  • Implemented scenario modeling for strategy stress-testing under changing conditions

3. Compliance-Ready Architecture

  • Designed an auditable framework ensuring AI-generated outputs were traceable and reviewable
  • Embedded governance controls to align with regulatory standards
  • Restricted external data exposure to protect proprietary intelligence

The Transformation

By adopting a customized AI model, the firm achieved measurable improvements in research efficiency and investment intelligence:

  • 80% reduction in manual research hours, freeing analysts for higher-value strategy development
  • 50% faster data processing, accelerating time-to-insight across the portfolio
  • Compliance confidence with audit-ready outputs and governance controls
  • Real-time, investment-specific intelligence available directly in the firm’s workflows

Why Cognivo

  • Deep expertise tailoring AI to investment data and workflows
  • End-to-end strategy and execution, from design through deployment
  • Proven ability to embed compliance, governance, and risk intelligence into AI systems
  • Institutional-grade delivery with measurable performance outcomes