AI Research Showcase

Equity research, built by AI agents, published in the open.

Amateur Hour Stocks is a demonstration project — not an advisory service. We use AI tools to produce deep-dive investment research, then publish everything so anyone can see what the current generation of AI can (and can't) do with a balance sheet.

Browse Reports What Is This?
About the Project

Research, not recommendations.

Every report on this site is generated using AI tools as an experiment in AI-assisted equity research. The goal is to showcase what's possible — the depth, structure, and rigor an AI can bring to public-company analysis — not to tell anyone what to buy or sell.

What this is

  • A showcase of AI-assisted equity research
  • Publicly available, source-cited analysis
  • An experiment in multi-perspective AI review
  • A way to see AI reasoning about real filings and data

What this isn't

  • Financial or investment advice
  • A signal service or trade recommendation
  • Written or verified by licensed analysts
  • A substitute for your own due diligence
Methodology

How each report gets made

Reports are produced using a multi-persona AI framework — the same underlying model is prompted to reason from several distinct professional viewpoints, then the results are reconciled into a single document.

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Senior Research Fellow

Frames the industry context, competitive position, and long-term strategic narrative.

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Investment Banker

Stress-tests valuation, deal logic, and capital markets angles like M&A or refinancing.

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Financial Accountant

Digs into the filings — margins, cash flow, debt covenants, and accounting quality.

1. Source public filings & data 2. Multi-persona AI analysis 3. Human review & formatting 4. Publish with full sourcing
Published Research

Latest reports

Full deep-dive reports, published as read online or print/PDF-friendly versions. Each one lists its sources.

ASXAZJ

Aurizon Holdings

Institutional Research Report v2 · Updated 9 May 2026

A deep dive into Australia's largest rail freight operator — the operator-only transition, container freight expansion, and an M&A pipeline, reconciled across three AI research personas.

More reports are in the research pipeline — check back soon.
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Important Disclaimer

Amateur Hour Stocks is an educational and technology demonstration project. Content on this site is generated with the assistance of AI tools and is provided for informational and illustrative purposes only. Nothing on this site constitutes financial, investment, legal, or tax advice, nor an offer or solicitation to buy or sell any security. AI-generated analysis may contain errors, outdated information, or reasoning mistakes and has not been reviewed by a licensed financial professional. Always do your own research and consult a qualified advisor before making investment decisions.