Question 1

How are the four factors (Quality, Valuation, Momentum, Sentiment) mathematically weighted?

Accepted Answer

Weights are dynamically calibrated depending on your chosen horizon. In Short-Term mode, Momentum and Sentiment account for 70% of the composite score (40% Momentum, 30% Sentiment, 15% Quality, 15% Valuation). In Long-Term mode, fundamental Quality and Valuation dominate with 65% total weight (35% Quality, 30% Valuation, 20% Momentum, 15% Sentiment). Mid-Term applies an evenly balanced 25% weight across all four pillars.

Question 2

How does FinBERT NLP process Indian market news and corporate disclosures?

Accepted Answer

TradeLimo ingests news feeds, exchange regulatory filings (BSE/NSE announcements), and earnings call transcripts. Our fine-tuned FinBERT NLP model extracts sentence-level polarity (positive, neutral, negative) and assigns confidence ratings while filtering out speculative clickbait or repetitive syndicated wires.

Question 3

How often are AI Stock Rankings refreshed throughout the trading day?

Accepted Answer

Fundamental Quality and Valuation factors update after quarterly earnings announcements and annual report filings. Momentum and live delivery metrics update intraday every 60 seconds during market hours (9:15 AM - 3:30 PM IST), while Sentiment and FII/DII block deal telemetry refresh at market close and post-market settlement.

Question 4

Which stock universes and indices are covered by the ranking engine?

Accepted Answer

TradeLimo ranks over 2,000+ NSE and BSE listed equities, with dedicated pre-filtered watchlists for Nifty 50, Nifty Next 50, Nifty Midcap 150, Nifty Smallcap 250, and all major sector indices (Bank Nifty, IT, Auto, Metal, FMCG, Pharma, Energy, and Infra).

Question 5

How does the model handle loss-making companies or stocks with extreme P/E multiples?

Accepted Answer

Loss-making or high-debt firms are tagged with a Valuation N/A or penalization flag rather than skewing the entire dataset. The engine shifts valuation evaluation to Price-to-Sales (P/S) and Enterprise Value-to-EBITDA (EV/EBITDA) benchmarks relative to industry medians to prevent unfair distortion.

Question 6

How do FII and DII net cash flows factor into the Sentiment score?

Accepted Answer

The sentiment factor blends news NLP with institutional flow metrics. We track daily net institutional purchases/sales across FII/FPI and DII categories alongside proprietary bulk and block deal cluster analysis, rewarding stocks displaying sustained institutional accumulation.

Question 7

Can AI Stock Rankings be used for intraday trading or are they strictly for swing/positional?

Accepted Answer

While the Rankings engine is optimized for multi-day swing (Short-Term: 1-5 days) and positional investing (Mid/Long-Term), intraday scalpers frequently use the Short-Term Top 10 rankings at market open to identify high-momentum stocks with positive institutional tailwinds for day trading.

Question 8

How is TradeLimo's AI score different from basic screening tools like PE or RSI filters?

Accepted Answer

Basic screeners filter stocks on isolated static criteria (e.g. RSI < 30 or PE < 15), often catching value traps or falling knives. TradeLimo's AI model evaluates confluence: ensuring an undervalued stock also exhibits institutional sponsorship and technical confirmation before generating a BUY signal.

Rank	Symbol	Sector	Score	Quality	Valuation	Momentum	Sentiment	Signal
#1	RELIANCEReliance Industries	Energy & Retail	78.4	82	65	84	68Long Buildup	BUY
#2	BHARTIARTLBharti Airtel	Telecom	76.8	85	58	88	74Long Buildup	BUY
#3	TRENTTrent Ltd	Retail	74.9	78	45	94	82Short Covering	BUY
#4	ICICIBANKICICI Bank	Banking	72.6	84	70	76	62Long Buildup	BUY
#5	INFYInfosys Ltd	IT Services	69.8	88	62	58	55Neutral	HOLD

Rank	Symbol	Sector	Score	Quality	Valuation	Momentum	Sentiment	Signal
#1	RELIANCEReliance Industries	Energy & Retail	78.4	82	65	84	68Long Buildup	BUY
#2	BHARTIARTLBharti Airtel	Telecom	76.8	85	58	88	74Long Buildup	BUY
#3	TRENTTrent Ltd	Retail	74.9	78	45	94	82Short Covering	BUY
#4	ICICIBANKICICI Bank	Banking	72.6	84	70	76	62Long Buildup	BUY
#5	INFYInfosys Ltd	IT Services	69.8	88	62	58	55Neutral	HOLD

AI Stock Rankings

NSE Equities AI Leaderboard

Four Pillars of Every Stock Rating

Quality Factor

Valuation Factor

Momentum Factor

Sentiment Factor

Frequently Asked Questions

How are the four factors (Quality, Valuation, Momentum, Sentiment) mathematically weighted?

How does FinBERT NLP process Indian market news and corporate disclosures?

How often are AI Stock Rankings refreshed throughout the trading day?

Which stock universes and indices are covered by the ranking engine?

How does the model handle loss-making companies or stocks with extreme P/E multiples?

How do FII and DII net cash flows factor into the Sentiment score?

Can AI Stock Rankings be used for intraday trading or are they strictly for swing/positional?

How is TradeLimo's AI score different from basic screening tools like PE or RSI filters?

Ready to Filter the Indian Market with AI?

AI Stock Rankings

NSE Equities AI Leaderboard

Four Pillars of Every Stock Rating

Quality Factor

Valuation Factor

Momentum Factor

Sentiment Factor

Frequently Asked Questions

How are the four factors (Quality, Valuation, Momentum, Sentiment) mathematically weighted?

How does FinBERT NLP process Indian market news and corporate disclosures?

How often are AI Stock Rankings refreshed throughout the trading day?

Which stock universes and indices are covered by the ranking engine?

How does the model handle loss-making companies or stocks with extreme P/E multiples?

How do FII and DII net cash flows factor into the Sentiment score?

Can AI Stock Rankings be used for intraday trading or are they strictly for swing/positional?

How is TradeLimo's AI score different from basic screening tools like PE or RSI filters?

Ready to Filter the Indian Market with AI?