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Vatsal Shah
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Investor Analyst Agents

AI-powered financial analysis agents that can process market data, generate investment insights, and provide real-time financial intelligence.

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About Investor Analyst Agents

Leverage AI to analyze market trends, company performance, and potential opportunities with configurable analyst agents. These systems process financial data, news, and filings to surface signals with citations and explainability. For informational purposes only and not investment advice.

How to Build This Solution

Practical guide with tools, frameworks, and resources to build your own AI solution

1

Market Data Integration

Connect to real-time and historical market data.

Recommended Tools & Resources

Polygon.io
Market Data

API for equities, options, forex, and crypto market data.

Alpha Vantage
Market Data

API for market data and technical indicators.

yfinance (Yahoo Finance)
Library

Python library for downloading Yahoo Finance data.

Bloomberg Terminal API
Enterprise

Enterprise market data and analytics (licensed access).

2

Financial Document Processing

Extract and analyze reports and filings.

Recommended Tools & Resources

SEC EDGAR API
Government API

Official API for accessing U.S. company filings.

Financial Modeling Prep
Financial Data

API for financial statements and company data.

LangChain Financial Tools
Framework

Utilities for document Q&A and analysis.

Unstructured.io
Data Processing

Pipelines to transform PDFs into structured text.

3

AI Analysis & LLM

Apply LLMs for synthesis and reasoning.

Recommended Tools & Resources

OpenAI GPT-4
LLM

Advanced reasoning for financial analysis.

Anthropic Claude
LLM

Long-context assistant for document-heavy tasks.

FinGPT
Specialized LLM

Open-source LLM tailored for finance tasks.

BloombergGPT
Enterprise LLM

Bloomberg’s proprietary finance-focused LLM.

4

Quantitative Analysis Tools

Implement technical studies, backtests, and risk models.

Recommended Tools & Resources

QuantLib
Quant Library

Library for quantitative finance and derivatives.

Pandas & NumPy
Python Library

Data manipulation and numerical computing.

TA-Lib
Technical Analysis

Technical indicators such as RSI and MACD.

Backtrader
Backtesting

Framework for backtesting strategies.

5

Visualization & Reporting

Create dashboards and exportable reports.

Recommended Tools & Resources

Plotly
Visualization

Interactive charting for financial visuals.

TradingView Widgets
Charts

Embeddable market charts and data.

Streamlit
Dashboard

Rapid app and dashboard development.

ReportLab
Reporting

Generate PDF reports with tables and charts.

Need Help Building Your Solution?

I can help you build, customize, and deploy your AI solution with expert guidance and proven frameworks.

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