DeepMoney · AI Prediction Engine v3.1

AI-Powered
Market Intelligence
& Deep Money Discovery

Surface high-potential stocks and ETFs using machine learning, macro data, and real-time market signals — before the crowd finds them.

Get Early Access See How It Works
109+ Feature Tensor
v3.1 Prediction Engine
3 Recommendation Buckets
5yr Historical Dataset
Core Intelligence

Three Signals. One Dashboard.

GrowMyStock surfaces AI-driven opportunities across three recommendation buckets — tailored to where you already are in the market.

Portfolio

AI price targets compared against your actual cost basis. Know when to hold, add, or trim with precision — not guesswork.

  • Real-time P&L tracking
  • AI price target vs. cost basis
  • Account trajectory charting

Watchlist

Breakout monitoring for tickers you've already identified. Get alerted when AI confirms momentum on your confirmed interests.

  • Breakout pattern detection
  • Technical & analyst signal fusion
  • Regime-adjusted alerts

Discovery

High-GPS opportunities surfaced daily from the DeepMoney sync cycle — stocks and ETFs you haven't found yet, but should.

  • DeepMoney powered
  • ML validation gate (≥1.5% threshold)
  • Macro tailwind scoring
The Engine

DeepMoney — How Discovery Works

A multi-stage background process that updates AI recommendations, ETF scoring, and global risk indices every day.

01

Macro Data Sync

Fetches high-fidelity macroeconomic indicators from the World Bank API — GDP Growth, Inflation, FDI, Trade Volume, and Tech Adoption across USA, GBR, CHN, IND, and DEU. Computes a daily Global Health Score snapshot.

02

Recursive News Discovery

Scrapes global financial RSS feeds and scans for co-mentioned peers. Stocks and ETFs surface through thematic signal — AI, Semis, Cloud, and Cybersecurity mapping — with liquidity gates (>50k volume, >$50M AUM).

03

ML Validation Gate

Every candidate must pass a sequential 1-month ML prediction with a minimum ≥ 1.5% expected growth threshold. Candidates are filtered through market regime context and World Bank consumption multipliers.

04

GPS Scoring & Persistence

Validated stocks are scored on a 100-point GPS scale — 19% weights each for fundamentals and ML upside — then committed to the dashboard. Hot ETFs are upserted with macro tailwind scores alongside recommended stocks.

AI Prediction Engine v3.1

Multi-Horizon Price Targets Powered by 109+ Features

A fresh MLP model trains on 45-day sequences every time a prediction runs — incorporating data your brokerage app will never show you.

1 Day Short-term signal with MC dropout confidence interval
1 Month Core target used in ML validation gate
6 Month Macro-adjusted medium-term projection
1 Year Long-range with regime & analyst consensus weighting
109+ Column Feature Tensor
Price & Momentum
Close_lag_5
ROC_5d
Return_1d
EMA_Slope_10
PriceToHigh_20d
Rolling Statistics
RollingMean_20d
RollingStd_20d
Skewness
SharpeRatio
Macro & Credit
WorldBank_GDP
Inflation
HYG_LQD_Spread
DXY_Index
VIX_Proxy
Regime & Options
GMM_Regime
Regime_x_PC_Ratio
IV_Rank
Put_Call_Ratio
Fundamentals
Earnings_Surprise
Short_Interest
Analyst_Target
FDI_Signal
MLP Architecture 256 → 128 → 64 → 32 (ReLU + Dropout)
Monte Carlo Inference 12× dropout passes · per-feature noise scaling
Regime Detection GMM clustering on VIX & Credit Spreads
Macro Dampeners Unemployment & Global Health Score modifiers
Infrastructure

What Runs Under the Hood

GrowMyStock is built on a modern hybrid stack — Next.js frontend, Node.js API routes with Python ML spawning, and a MySQL data layer.

Discovery

Recursive Co-Mention Analysis

Global financial RSS feeds are scraped and cross-referenced. Stocks frequently co-mentioned with known leaders surface as candidates — a signal of emerging narrative momentum.

Scoring

v2.3 GPS Scale (100-point)

Every discovery is scored across fundamentals (19%), ML upside (19%), macro tailwind, thematic alignment, liquidity, and technical momentum. Only top scorers reach the dashboard.

ETFs

Hot ETF Module

Identifies trending ETFs under $400/share with thematic alignment to AI, Semiconductors, Cloud, and Cybersecurity. Minimum liquidity gates: >50k daily volume and >$50M AUM.

Data

5-Year Multi-Dimensional Dataset

~1,260 rows of daily OHLCV data enriched with options flow (IV, PCR), World Bank macro indicators, VIX, Treasury yields, DXY, and Credit Spreads per ticker.

Portfolio

Real-Time P&L & History

Live market quotes feed portfolio performance tracking. Full account value trajectory charting helps you see not just where you are — but where you've been.

Access

Role-Based Access & Approval

Multi-stage registration approval ensures every account is vetted. Role-based quotas (User, Superuser, Admin) enforce strict limits on watchlist size, portfolio positions, and daily lookups.

Live Intelligence

Fresh Signals, Every Day

The DeepMoney sync pipeline runs daily — fetching macro data, triggering discovery, validating through ML, and committing enriched results to the dashboard before markets open.

GET/api/stock_data/[ticker]
POST/api/prediction/[ticker]
GET/api/worldbank
GET/api/dashboard
GET/api/prediction/deepmoney
JSON Response · DeepMoney Sync 
{
  "success": true,
  "timestamp": "2026-05-11T06:00:00Z",
  "source": "livedata",
  "stocks": [
    {
      "ticker": "NVDA",
      "gps_score": 92,
      "ml_prediction_1m": "+7.5%",
      "regime": "Risk-On"
    }
  ],
  "hot_etfs": [
    {
      "ticker": "SMH",
      "theme": "Semiconductors",
      "macro_tailwind": 88.4
    }
  ],
  "macro_context": {
    "global_health": 74.2,
    "unemployment_signal": "bullish",
    "regime": "Risk-On"
  }
}

Request early Access.
We are launching a soft pilot shortly.

Want to be part of the early launch pilot. Fill out this form and we will get you access. Please note that only serious entries will be considered

Thank you we are working hard to launch our platform. We will be in contact as soon as we have things up