BREAKOUT_AI
System Architecture

About Breakout AI

The "One Setup A Day" Protocol

Most retail investors drown in noise. They scan thousands of tickers, listen to conflicting opinions, and enter trades based on emotion. Breakout AI eliminates the noise by delivering exactly one highly asymmetric, institutionally-backed setup per day.

Our proprietary quantitative screener parses over 4,000 highly liquid US equities every 24 hours. We strictly codify William O'Neil's CAN SLIM framework and volatility contraction patterns into our neural engine. When a stock exhibits the exact mathematical signatures of a massive institutional breakout—supported by aggressive volume and profound fundamentals—we flag it. If no stock meets the extreme technical criteria, we do not force a trade.

The Universe Criteria

Before a stock is even evaluated for a technical setup, it must pass our uncompromising liquidity and quality filters to ensure institutional-grade execution.

01. Enterprise Valuation

Market Capitalization > $2 Billion

We strictly exclude micro-cap and penny stocks where price action is easily manipulated by retail noise. Our algorithm only targets established mid, large, and mega-cap companies capable of absorbing institutional capital inflows.

02. Deep Liquidity

Average Daily Volume (50-Day) > 500,000

To prevent slippage and guarantee seamless entry/exit execution, we require massive daily average trading volume. A legitimate breakout must be supported by heavy, unmistakable institutional buying pressure.

03. Minimum Viable Price

Share Price > $15.00

Many institutional charters (mutual funds, pensions) are legally prohibited from buying stocks under $10 or $15. We align our screener with these mandates to ensure the setups we flag can actually be bought by the "Smart Money."

04. Fundamental Baseline

Revenue/EPS Growth Triggers

A perfect chart is meaningless on a dying company. We pre-screen for positive fundamental catalysts—such as recent earnings beats, accelerating sales growth, or expanding margins—before allowing technical patterns to be evaluated.

Algorithmic Precision

We scan the universe of liquid equities to identify precise mathematical entry points, mapping the exact pivot of a deep base or secondary buy zone without human bias.

Smart Money Flow

Breakouts only succeed with institutional backing. We filter for abnormal block volume surges that confirm mutual fund and sovereign wealth accumulation.

Deep Forensics

A technical breakout is a trap without fundamental validity. We run deep AI research on 10-Ks to verify the "Breakout AI" narrative before greenlighting every setup.