Quantlens Engine v2.0

Predictive edge,
quantified.

Trade with institutional conviction. Our hybrid machine learning ensemble analyzes 501 equities and millions of data points daily to deliver statistically sound directional signals.

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Equities24h VolatilityEngine Signal
A
AAPL
+1.23+0.65
BUY
M
MSFT
+3.12+0.75
BUY
N
NVDA
-4.21-0.48
HOLD
G
GOOGL
+0.89+0.57
BUY
A
AMZN
+2.45+1.33
BUY

Powered by industry-standard tech stack

S&P 500XGBoostFinBERTVADERRandom ForestPostgreSQLFastAPINext.jsYahoo FinanceFinnhubS&P 500XGBoostFinBERTVADERRandom ForestPostgreSQLFastAPINext.jsYahoo FinanceFinnhubS&P 500XGBoostFinBERTVADERRandom ForestPostgreSQLFastAPINext.jsYahoo FinanceFinnhub
501

Equities Monitored

50+

Engineered Features

55%

Directional Accuracy

<200ms

Prediction Latency

System Architecture

A production pipeline.
Not a ChatGPT wrapper.

We process millions of data points daily through our proprietary ensemble models. The result is institutional-grade predictive signals delivered directly to you.

Machine Learning

Hybrid ensemble models

XGBoost + Random Forest tailored per ticker. Weekly models for top performers, daily for the rest with automatic routing and fallback.

NLP Pipeline

Real-time sentiment

Thousands of articles scored daily with FinBERT and VADER. Tracks momentum, volume, and polarity shifts.

Data Engineering

50+ technical features

RSI, MACD, Bollinger Bands, volume profiles, and market regime detection — all computed dynamically.

Infrastructure

4x daily refresh

Automated pipeline runs at pre-market, open, close, and end-of-day. Always fresh signals when you need them most.

Validation

Statistically sound

Rigorous time-series backtesting with paired t-tests and Wilcoxon signed-rank tests. No cherry-picking, just raw statistical truth.

Scale

Full S&P 500 coverage

501 individual models — not a one-size-fits-all approach. Each stock gets its own dedicated predictor.

Pipeline Architecture

From raw data to signal.

See exactly how our prediction engine processes market noise into structured, actionable intelligence.

01

Data Ingestion

We stream price, volume, and news data for 501 S&P stocks from multiple institutional-grade sources.

02

Feature Engineering

Our pipeline computes 50+ technical indicators, sentiment scores, and volume profiles in real-time.

03

ML Prediction

Hybrid ensemble models generate a directional signal with a calibrated statistical confidence score.

04

Actionable Signals

You get a clear BUY / HOLD / SELL signal delivered via dashboard or API. Use it to validate your thesis.

Trusted by the smart money

See how quants and traders use our signals to beat the market.

Finally, a prediction tool that shows its math. The confidence scores and sentiment breakdowns actually help me make informed decisions rather than just blind following.

A

Alex R.

Proprietary Trader

I was skeptical about ML predictions, but the statistical validation sold me. These aren't random guesses — they're rigorously backtested signals on the entire S&P 500.

P

Priya M.

Portfolio Manager

The API is incredibly clean and fast. I integrated the daily sentiment scores and price predictions into my trading bot in under an hour.

J

Jordan K.

Quant Developer

Transparent pricing

Start for free. Upgrade when you need more power. Cancel anytime.

Free

Perfect for testing the waters and seeing our models in action.

$0
  • 10 predictions / day
  • Daily market summary
  • Basic sentiment
  • Email alerts
Get started
Most Popular

Pro

Everything you need to trade with institutional-grade intelligence.

$29/mo
  • All 501 stocks
  • Real-time sentiment
  • Confidence scores
  • Watchlists
  • API access (1K/day)
  • Priority support
Start 14-day free trial

Enterprise

Dedicated infrastructure and custom model training for funds.

Custom
  • Everything in Pro
  • Unlimited API
  • Custom models
  • Dedicated infra
  • White-label
  • SLA
Contact sales
Ready to upgrade your edge?

Stop guessing.
Start knowing.

Join the smart money. Get instant access to our institutional-grade ML models and sentiment analysis engine today.

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