Data is the foundation of our platform. We ingest massive volumes of raw market and regulatory data directly from primary sources such as the SEC, rather than relying on pre-cleaned third-party datasets. Regulatory filings are inherently noisy, inconsistent, and error-prone, requiring extensive in-house cleaning, validation, and normalization before they can be used reliably. Market price data is sourced via subscription-based APIs and processed into standardized, high-quality time-series datasets.

We apply modern machine learning techniques to transform this high-dimensional data into actionable stock ratings. Each stock is evaluated across multiple factors—including total, return, growth, risk, valuation, and technical models trained on large historical datasets. Ratings are recalculated daily to reflect new data and evolving market conditions.