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How to Use AI for Fundamental Analysis of U.S. Stocks

Use original company disclosures and AI assistance to study business models, financial statements, competitive advantages, and valuation scenarios. Develop a sourced thesis with explicit assumptions and conditions that would change your view.

This course is being developed progressively. The overview, learning path, and lesson outlines are available first; detailed explanations and demonstrations will be added as lessons are developed. Listed minutes are suggested study times, including reading and practice, not the runtime of published videos.

From Understanding a Business to Writing an Evidence-Based Thesis

Fundamental research connects a business, its finances, and its price. Using public disclosures from a real listed company, you will examine how it makes money, the quality of its earnings, the resources growth requires, and the assumptions implied by a price. AI helps organize and compare materials; you verify key evidence, understand model assumptions, and make your own judgments.

What You Will Complete

  • A business model map covering customers, revenue, costs, and growth drivers
  • Analysis tables for earnings, cash flow, the balance sheet, and per-share measures
  • A valuation spreadsheet with comparable multiples, cash flow assumptions, and scenarios
  • A company research report with sources, disconfirming conditions, and monitoring indicators

How to Study

Six chapters and eighteen lessons cover the research framework, business quality, financial statements, capital allocation, valuation, and a final report. Each lesson includes topics and a practical task. Follow one company throughout, then use a peer to test where the method needs adjustment. You do not need to complete the research-system course first.

Source Materials

Useful reading includes Investor.gov’s guide to reading a 10-K and 10-Q and the SEC financial statement guide. Use original company disclosures for exercise data and record periods, currencies, and units.

This course provides investment research education, not stock trading instructions or promises of returns. Valuation results depend on assumptions and do not replace independent judgment.

Learning objectives

  • Locate key facts and source evidence in filings and earnings materials
  • Analyze business models, competitive advantages, and growth drivers through testable questions
  • Connect the income statement, balance sheet, and cash flow statement to assess earnings quality
  • Evaluate adjusted metrics, stock compensation, dilution, and capital allocation
  • Build comparable valuations, a simplified discounted cash flow model, and consistent scenarios
  • Write a report with evidence, assumptions, risks, disconfirming conditions, and monitoring indicators

Syllabus

Chapter 1 · Build the Research Framework

01
Ask How the Business Creates Value15 min
Members only
02
Navigate Filings and Earnings Materials20 min
Members only
03
Use AI to Extract Evidence and Challenge Assumptions20 min
Members only

Chapter 2 · Understand the Business and Its Advantages

04
Map Customers, Pricing, Revenue, and Costs20 min
Members only
05
Turn Competitive Advantages into Testable Questions25 min
Members only
06
Analyze Market Opportunity, Share, and Growth Quality25 min
Members only

Chapter 3 · Read the Core Financial Statements

07
Read Revenue Growth, Margins, and Earnings25 min
Members only
08
Assess Cash, Debt, and Financial Resilience25 min
Members only
09
Connect Earnings with Cash Flow25 min
Members only

Chapter 4 · Evaluate Earnings Quality and Capital Allocation

10
Reconcile Adjusted Metrics, Stock Compensation, and Dilution25 min
Members only
11
Evaluate Returns on Capital and Reinvestment25 min
Members only
12
Review Management Execution and Capital Allocation20 min
Members only

Chapter 5 · Build Valuations with Explicit Assumptions

13
Choose Comparable Companies and Valuation Multiples25 min
Members only
14
Build a Simple Discounted Cash Flow Model30 min
Members only
15
Test Scenarios, Sensitivities, and Implied Expectations30 min
Members only

Chapter 6 · Write and Maintain a Research Thesis

16
Write the Thesis, Risks, and Disconfirming Evidence25 min
Members only
17
Update Your Thesis with an Earnings Scorecard20 min
Members only
18
Capstone: Complete a Reviewable Company Research Report35 min
Members only

Prerequisites

For U.S. stock investors who want to understand businesses systematically. Basic spreadsheet skills are needed; familiarity with revenue, profit, and cash flow will help. No accounting, finance, or programming degree is required. Prepare public filings for one company and an AI tool that can read documents. Verify important calculations independently in a spreadsheet.