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Stock Screener Using AI Logo Light Mode

Kotak

Stockshaala

Module 10
Case Studies & Practical Walkthroughs
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Chapter 2 | 2 min read

Example: Fundamental AI Screener (Value-Based)

Value investing is about finding companies that are trading for less than what they’re really worth.

Instead of chasing momentum, value investors focus on strong fundamentals — profits, balance sheets, and management quality.

AI can help by quickly filtering companies that meet typical value criteria like low P/E ratios, high ROE, and steady profit growth.

  • A low Price-to-Earnings (P/E) ratio compared to peers can signal undervaluation.
  • A healthy Return on Equity (ROE) shows the company uses shareholder money efficiently.
  • Consistent sales and profit growth indicates long-term stability. Together, these form the base of a value screener.

Here’s a sample value screener prompt:

Find Nifty 500 companies with P/E below 15, ROE above 12%, and profit growth positive for the last 3 years. Return results in a table with columns: Stock, Price, P/E, ROE, 3Y Profit Growth.

This combines valuation, efficiency, and growth into one prompt.

This table gives you a shortlist of potentially undervalued stocks worth deeper study.

How to Refine the Prompt

AI doesn’t always get it perfect in one go. You can iterate:

  • Step 1: “Show me FMCG stocks with P/E < 20 and ROE > 12%.”
  • Step 2: “Now add 5-year sales growth.”
  • Step 3: “Remove companies with high debt (debt-to-equity > 1).”

Each step sharpens the list without making it overly strict.

Ask AI to test the rules on past data:

Backtest this screener on Nifty 500 data from 2015–2020. Compare average returns with Nifty 500 index.

This shows whether your filters held up across cycles — bull, bear, and sideways.

Fundamental screeners help you focus on value stocks — those trading at fair or cheap prices with strong financial health.

AI makes the process faster by combining P/E, ROE, and profit growth into simple prompts and tables.

The smart way to use it: build a clean shortlist, refine step by step, and always cross-check with annual reports and SEBI filings.

Remember, a screener highlights candidates. The decision to invest still needs your judgment, patience, and discipline.

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Example: Sentiment AI Screener (News + Price Action)

Disclaimer: This article is for informational purposes only and does not constitute financial advice. It is not produced by the desk of the Kotak Neo Research Team, nor is it a report published by the Kotak Neo Research Team. The information presented is compiled from several secondary sources available on the internet and may change over time. Investors should conduct their own research and consult with financial professionals before making any investment decisions. Read the full disclaimer here.

Investments in securities market are subject to market risks, read all the related documents carefully before investing. Brokerage will not exceed SEBI prescribed limit. The securities are quoted as an example and not as a recommendation. SEBI Registration No-INZ000200137 Member Id NSE-08081; BSE-673; MSE-1024, MCX-56285, NCDEX-1262.

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