Recommendation Engines — Performance & Alpha
Every engine that produces a signal here is scored against a real index series, not an assumed return. Each call is stamped with the benchmark level on its entry date, then re-measured at the end of its window — so alpha is the difference between what the engine did and what the matching index did over exactly the same days.
How the engines improve themselves
After every close the platform scores each matured call, then a second nightly pass nudges each engine's thresholds toward the settings that produced the best measured alpha. Steps are bounded, nothing tunes below twenty closed calls, every parameter has a hard floor and ceiling, and if alpha decays the engine rolls back to its best-performing configuration. Each change is written to the evolution log with the measurement that caused it.
What these numbers are not
Equity markets are subject to market risk. All outputs are purely data-driven, rules-based, and AI-generated — not financial advice. Koustav Biswas is a Registered Authorized Person (AP) of NSE & BSE, AMFI-registered Mutual Fund Distributor, and IRDA-licensed Insurance Distributor — NOT a SEBI Registered Investment Advisor (RIA). We are not responsible for any loss or profit. This tool is for educational and demonstrative purposes only — to showcase how AI-driven analysis works. We do not claim accuracy of data, and any activity based on this data is undertaken at the user's own risk. Insurance is the subject matter of solicitation. For professional advice, please consult your registered human professional for the respective area.
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