Catch Stock Moves Before They Happen

Traditional stock screeners filter by static criteria - P/E ratios, market cap, sector classifications. Useful for research, but terrible for timing. By the time a stock appears on conventional screens, the move is often already underway or complete. Banana Farmer takes a fundamentally different approach.

The Coil Score: Finding Compression Before Expansion

Price compression precedes expansion in nearly every significant stock move. Our CoilScore algorithm measures the ratio of current volatility to trailing 20-day and 50-day averages, identifying late-stage consolidation patterns where energy is building. Stocks with CoilScores above 70 are in the tightest 15% of their historical volatility range, a condition that typically resolves with a directional breakout.

Markets breathe. Periods of compression (low volatility, tight ranges, declining volume) precede periods of expansion (breakouts, volume surges, trending moves). Our CoilScore algorithm identifies stocks in late-stage compression - the quiet before the storm. When NVDA spent weeks consolidating in early 2023 before its AI-fueled rally, our system identified the coil building. When SMCI compressed before its monster run, the ripeness score climbed while the stock appeared "boring" to traditional screeners.

Volume Analysis: Reading Institutional Footprints

Institutional investors managing billions cannot build or exit positions without leaving volume footprints. We analyze relative volume compared to 20-day and 50-day averages, detecting accumulation during quiet periods (bullish divergence) and distribution during rallies (bearish divergence). These volume signatures are core inputs to our momentum model and often precede visible price moves by days.

Big money can't hide. When institutions accumulate or distribute positions, volume patterns shift. We analyze relative volume compared to 20-day and 50-day averages, looking for accumulation during quiet periods - a bullish divergence. Conversely, high volume on down days during an uptrend signals potential distribution. These volume signatures, invisible to most traders, are core inputs to our momentum model.

Social Sentiment Velocity

We measure the rate of change in social mentions rather than absolute volume, because acceleration matters more than raw count for stocks. A stock jumping from 50 to 500 mentions in 24 hours carries far more predictive weight than one with a steady 500 mentions daily. This velocity component is particularly valuable for catching momentum shifts early in growth stocks and speculative plays before institutional algorithms react.

Retail traders on Twitter, Reddit's r/wallstreetbets, and StockTwits often front-run institutional moves or amplify momentum once it begins. We track not just mentions, but the rate of change in conversation. A stock going from 50 mentions to 500 mentions in 24 hours carries different implications than one with steady 500 daily mentions. This velocity component is particularly valuable for catching momentum shifts early in growth stocks and speculative plays.

Technical Pattern Recognition

Our AI identifies classic compression formations including flags, pennants, ascending triangles, and cup-and-handle patterns across 9,000+ stocks simultaneously. Beyond chart patterns, we track relative strength versus SPY and sector ETFs. A stock holding gains while the broader market pulls back reveals hidden institutional conviction that pure price analysis misses.

Classic patterns - flags, pennants, ascending triangles, cup-and-handles - are compression patterns that often precede significant moves. Our AI recognizes these formations and weighs them in the ripeness calculation. We also track relative strength versus SPY and sector ETFs. A stock holding gains while the market pulls back shows hidden strength. One declining while the market rallies shows hidden weakness. These divergences inform our directional bias.

Interpreting Stock Ripeness Badges

Each badge maps to a specific phase of a stock's momentum lifecycle. "Ripening" (50-70) signals early accumulation where risk/reward is most favorable. "Ripe" (70-85) confirms momentum direction with room to run. "Overripe" (85+) warns of potential exhaustion where entry risk elevates. "Rotten" (below 40) flags downtrends to avoid. Understanding these phases prevents the most common mistake: buying extended moves that reverse.

Ripe (70-85): Momentum confirmed with room to run. These stocks show the ideal combination of coiling complete, volume building, and social interest accelerating. Entry risk is relatively lower because the move has direction but isn't overextended.

Ripening (50-70): Momentum building. These stocks are in mid-stage coils or showing early accumulation signs. Watch closely. They often transition to Ripe within days. Ideal for building watchlists.

Overripe (85+): Extended. These stocks have had significant runs and show signs of potential exhaustion. The momentum is real but entry risk is elevated. Better for profit-taking than new positions. Some Overripe stocks continue higher, but the risk/reward deteriorates.

Rotten (below 40): Downtrending or showing distribution. Avoid these for long positions. The market is telling you something. Even "cheap" stocks can get cheaper. Wait for momentum to shift before considering entry.