🤖 AI & Platform — Investment Intelligence
Koustav Biswas
MFD · AMFI · IRDA · BSE & NSE Partner
Koustav Biswas
MFD · AMFI · IRDA · BSE & NSE Partner
AMFI Registered MFD
ARN-299498
IRDA Licensed Agent
Insurance Solutions
BSE & NSE Partner
Authorised Distributor
Expert guidance on Mutual Funds, SIP, Insurance, Tax Planning & Comprehensive Financial Planning. Around 20 years of experience serving 500+ Indian families. Book a FREE 30-minute consultation today.
Popular Topics
DADA ENGINEv1.0
AI INTELLIGENCE FRAMEWORK — Real-time Market Analysis Pipeline
Stock Signal Engine
V-Dev, RSI-15, RRG Quadrants for 2,200+ NSE tickers
—
Tickers
Three-Pillar Analysis
Quantitative (50%) · DCF (30%) · Character (20%)
75%
Confidence
Sector RRG Engine
Relative Rotation with RS-Ratio & RS-Momentum mapping
—
Sectors
Anti-Hallucination Protocol
Triple-layer data verification with freshness gate & data locks
3-Layer
Defense
Rebalancing Loop
BEER Ratio, Rotation Score & asset allocation signals
15%
Min V-Dev
Self-Learning Flywheel
Predict → Observe → Feedback → Retrain autonomously
—
Win Rate
DADA ENGINE BLUEPRINTv1.0
Three-Layer AI Architecture — Real-time Signal Generation Pipeline
Data Ingestion Layer
Real-time feeds for NSE/BSE stock prices, mutual fund NAVs, FII/DII flows, and macroeconomic indicators (inflation, VIX, repo rate).
Intelligence Layer (The Brain)
Three-Pillar Framework — Quantitative (PE, RSI, V-Dev) + DCF Fair Value + Character Assessment. Reinforcement learning for rebalancing decisions.
Execution & Signal Layer
Entry/Exit signals generated from the overlap of technical, fundamental, and quantitative analysis. Conviction scoring (10-99) with AI remarks.
Signal Decision Matrix
| Component | AI Logic / Indicators | Sample Output |
|---|---|---|
| Entry Signal | RSI < 40 + P/E below 5-year avg + V-Dev < -15% | BUY @ ₹1,450 |
| Exit Signal | Price hits 20% gain OR CMP > 125% DCF Fair Value | EXIT @ ₹1,720 |
| Signal Strength | Conviction Score (10-99) based on MoS, Quadrant, V-Dev, RSI | Strong (88%) |
| AI Remarks | NLP summary concatenating technical markers & sector context | "Strong cash flow; sector tailwinds from budget." |
Dynamic Rebalancing Triggers
Implementation Roadmap
Data Mastery
Model Training
Remarks Engine
Production
Tax-Loss Harvesting
Auto-identify stocks at loss to offset capital gains tax. LTCG tracking for 12/24/36 month thresholds.
Goal-Based Engine
Input goals (Retirement 2040). AI adjusts Entry/Exit signals based on time remaining and risk profile.
Backtesting Dashboard
"If you followed DADA signals for 5 years, your ₹1L would be ₹X L." Historical performance validation.
SEBI Compliance (XAI)
Don't just say "Buy." Show 3 bullet points explaining the signal. Transparency builds trust.
Gold Standard Tech Stack
| Layer | Technology | Why? |
|---|---|---|
| Frontend | React + Vite + Tailwind CSS | Best performance, type-safe UI with instant HMR. |
| API Layer | Supabase Edge Functions (Deno) | Handles thousands of simultaneous users efficiently. |
| AI Logic | DeepSeek + Gemini Multi-Model | Industry standard for ML model deployment. |
| Database | PostgreSQL (Cloud) | TimescaleDB-ready with RLS & FIFO triggers. |
| Real-Time | Supabase Realtime + WebSockets | Ensures no data loss during market surges. |
| Memory | In-Memory Query Cache | Essential for real-time "Entry/Exit" alerts. |
"Every signal comes with a human-readable explanation. DADA doesn't just say 'Buy' — it shows the V-Dev discount, RSI confirmation, RRG quadrant, and Margin of Safety that drove the conviction. Transparency builds trust. Ensure the engine follows SEBI RIA guidelines regarding 'Suitability' — show 3 bullet points explaining every signal."
World-Class FeaturesWHAT MAKES DADA EXCEPTIONAL
Enterprise-grade intelligence infrastructure powering every investment decision
Stocks Tracked
Full-Universe Stock Scanner
Every NSE-listed stock scanned nightly with RRG, RSI, V-Dev, and PE analysis — not just Nifty 50.
Analysis Pillars
Three-Pillar Research Framework
Quantitative + DCF Valuation + Qualitative Character scoring — lifecycle-aware with age-peer normalization.
Engine Version
Self-Learning Flywheel
Engine auto-tunes parameters when win rate drops below 75%. Every signal outcome feeds back into the model.
Alert Latency
Profit-First Exit Engine
Automated URGENT alerts when 2+ pillars break — removes emotional bias from selling decisions.
Sectors Mapped
Sector RRG Intelligence
Relative Rotation Graphs for sectors — Leading, Improving, Weakening, Lagging quadrant mapping in real-time.
Data Verified
Anti-Hallucination Protocol
AI responses grounded in live database context. No fabricated numbers — every metric traced to source.
Live Triggers
Dynamic Auto-Trigger System
6 autonomous rebalancing triggers monitoring mass exits, RSI sweeps, VIX spikes, and sector rotation.
Funds Analyzed
Mutual Fund Alpha Engine
DADA Wisdom Badges, rolling consistency scores, and SIP XIRR analysis across the full fund universe.
Rolling Window
Institutional Flow Tracking
8-day rolling FII/DII net flows with trend detection — see where smart money is moving before the crowd.
Row-Level Security
SEBI-Compliant Architecture
Role-based access (Client/RM/Admin), RLS-protected data, educational-only disclaimers on every signal.
Refresh Cycle
Real-Time Market Pulse
Live index tickers, market health gauge, sentiment meter, and macro indicators — updated every 5 minutes.
Languages
DADA AI Mentor
Context-aware AI chat that understands your portfolio, goals, and live market conditions — speaks Hindi & English.
Gold Standard Tech Stack
2026 Fintech AI Platform Architecture
2,100+
Stocks Tracked
40+
Edge Functions
v1
Engine Version
35+
DB Tables
2
AI Models
4
Security Layers
React 18 + Vite + TypeScript
Type-safe UI with instant HMR & code splitting
Tailwind CSS + Shadcn/UI
Semantic tokens, glassmorphism, dark-mode first
PostgreSQL (Cloud)
35+ tables with RLS, FIFO triggers & cron
Cloud Auth + RLS
Multi-role (Client · RM · Admin) with row-level security
40+ Edge Functions (Deno)
AI calls, OTP, market sync, portfolio parsing
DeepSeek + Gemini Multi-Model
DADA scoring, chat, anti-hallucination pipeline
Realtime Subscriptions
Live signal updates, price ticks, instant sync
NSE · Google · Yahoo · Twelve Data
3-tier fallback cascade with freshness gates
Data Pipeline Flow
Row-Level Security
Per-user data isolation
Anti-Hallucination
3-layer verification
Multi-Role RBAC
Client · RM · Admin
Edge Compute
Zero API key exposure