AI Research Lab

Experiments in AI-driven financial analysis. We apply large language models to real research questions, publishing the methodology and results as open case studies.

Learn How It Works

Research purposes only. Analytical exercises using AI applied to public financial data. No real capital is deployed. Nothing here constitutes investment advice. Past performance of any methodology does not guarantee future results.

What This Is

Applied AI. Real results.

A transparent record of AI tools applied to financial research questions that traditionally required large analyst teams. Each experiment is a genuine research exercise, not a product demonstration.

We publish our methodology and results in full, good or bad. If an experiment underperforms, that's part of the record.

What This Isn't

Not investment advice.

Nothing published here constitutes investment advice or a recommendation to buy or sell any security. All portfolio tracking is on paper, with no capital involved.

The Fery Group is not a registered investment adviser. Always consult a licensed professional for investment decisions.

How We Run Experiments

Rigorous process. Published results.

Every experiment follows the same four steps, from the first hypothesis to the final post-mortem.

Hypothesis-First Design

Every experiment starts with a specific, falsifiable claim stated before any data is analyzed.

Documented Methodology

AI prompts, data sources, scoring frameworks, and selection criteria are published in full on each experiment page.

Live Tracking

Positions are tracked in real time against a benchmark. No results are cherry-picked or back-filled.

Honest Post-Mortems

At close, we publish a full analysis: what the AI got right, what it missed, and whether the methodology has practical value.

Active Experiments

Open case studies, tracked live.

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