AgentForger

Case Study

AI Investment Agent for a Hong Kong Family Office

How AgentForger built a portfolio tracker and AI investment agent that manages PDF transaction records, monitors position events, and advises against the family office's own strategy.

Client: Golden InvestmentFamily officeHong Kong

The problem

A workflow with too much manual handoff

A Hong Kong family office tracked a complex portfolio across PDF transaction records and structured products. Position events and underlying news were monitored manually and at risk of being missed.

Transaction records lived in PDFs that had to be read and reconciled by hand.

Structured-product events such as knock-out, strike, and settlement were tracked manually.

Investment views were not consistently checked against the family office's own strategy and performance.

What we built

A controlled agent workflow

AgentForger built an investment portfolio tracker and an AI investment agent that ingests PDF-based transaction records, monitors position events such as knock-out, strike, and settlement, follows underlying news, and provides investment advice grounded in the family office's actual strategy and portfolio performance.

  • PDF processing
  • portfolio tracking
  • event monitoring
  • news monitoring
  • strategy-aware advice

Results

  • PDF → portfolio
    Automated record tracking
  • Event alerts
    KO, strike, settlement, news

The family office gained a live view of its portfolio, automatic alerts on position events, and advice grounded in its own strategy instead of generic market commentary.

FAQ

Questions about this workflow pattern

How is sensitive financial data handled?

The workflow is built with scoped access and privacy boundaries so confidential portfolio and transaction data stays controlled, with human review on advice.

Does the agent make investment decisions?

No. It tracks positions, monitors events and news, and drafts advice grounded in the client's strategy. Final investment decisions remain with the family office.

Build around one workflow

Tell us what your team is still doing manually.

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