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Every trading day, our AI-powered system processes vast amounts of market data from multiple sources and distills it into a single, actionable recommendation.
We aggregate market signals from financial newspapers, analyst reports, and financial article feeds.
Our machine learning models analyze sentiment, detect key catalysts (earnings, FDA approvals, partnerships), and identify pure-play opportunities.
We weight quality signals over raw volume, penalize mega-caps to surface hidden gems, and boost stocks with clear, actionable narratives.
The top-ranked stock is delivered to your phone at 9AM EST on trading days. Premium subscribers get the full top-5 list at the same time.
// Simplified aggregation workflow
const aggregateAndRank = function(sources) {
const scoredStocks = sources.map(stock => {
let score = 0;
// Base signals: confidence, sentiment, source quality
score += (confidence × 0.45)
+ (sentiment × 0.20)
+ (qualitySources × 0.05);
// Catalyst boost: earnings, FDA, partnerships, etc.
if (detectCatalysts(articles) > 1) {
score *= 1.40; // +40% bonus
}
// Penalize mega-caps, reward small/mid-cap gems
if (isMegaCap) {
score *= 0.75; // -25% penalty
} else if (isSmallCap) {
score *= 1.35; // +35% bonus
}
return { ticker, score };
});
return scoredStocks.sortBy(score).slice(0, 5);
};