Wissen Technology Hackathon 2026 · Production Live

NSE TRADE SURVEILLANCE
ENGINE

Detects market manipulation in real time, triages every alert with Claude AI, and automates the full compliance workflow — from raw trade to SEBI-ready case file in 10 seconds.

▶ Open Live Dashboard GitHub Repo
0 Trades Monitored
0 Alerts Detected
4 Pattern Types
97% Token Reduction
10s Full Pipeline
33% False Positives Suppressed
HDFCBANK ₹748.00 ▲ +0.5%
RELIANCE ₹1,291.50 ▼ -0.3%
INFY ₹1,199.00 ▼ -0.8%
TCS ₹2,196.00 ▼ -0.2%
ICICIBANK ₹1,260.30 ▲ +0.6%
WIPRO ₹198.05 ▼ -0.4%
SBIN ₹977.00 ▲ +0.3%
BAJFINANCE ₹889.40 ▲ +1.1%
TITAN ₹4,265.00 ▲ +0.7%
TATAMOTORS ₹780.00 ▲ +0.9%
KOTAKBANK ₹376.95 ▼ -0.2%
AXISBANK ₹1,272.30 ▲ +0.4%
HDFCBANK ₹748.00 ▲ +0.5%
RELIANCE ₹1,291.50 ▼ -0.3%
INFY ₹1,199.00 ▼ -0.8%
TCS ₹2,196.00 ▼ -0.2%
ICICIBANK ₹1,260.30 ▲ +0.6%
WIPRO ₹198.05 ▼ -0.4%
SBIN ₹977.00 ▲ +0.3%
BAJFINANCE ₹889.40 ▲ +1.1%
TITAN ₹4,265.00 ▲ +0.7%
TATAMOTORS ₹780.00 ▲ +0.9%
KOTAKBANK ₹376.95 ▼ -0.2%
AXISBANK ₹1,272.30 ▲ +0.4%
The Problem

NSE compliance teams
are overwhelmed

Financial exchanges generate thousands of trade alerts daily. Manual review is slow, costly, and misses real manipulation.

01
90%

False Positives

The vast majority of alerts are noise. Analysts waste entire days on legitimate trades while real market manipulation goes undetected.

02
30min

Per Alert Review

Each manual review requires pulling trade history, computing ratios, writing reports, and notifying teams. Hours of repetitive work per case.

03
2–3hr

STR Filing Time

A Suspicious Transaction Report for FIU-IND requires manual research, legal language, and 12 mandatory fields. Written from scratch every time.

The Solution

Full pipeline.
10 seconds.

Raw NSE trade data to SEBI-ready compliance case — automatically. Zero manual steps.

01 / INGEST
📊
Data Ingestion
432 NSE trades loaded with real-time prices from Yahoo Finance. 20 instruments. Auto-refreshes every 60 seconds.
02 / DETECT
🔍
Pattern Detection
4 statistical algorithms scan for LAYERING, SPOOFING, WASH TRADING, PUMP & DUMP with sigma anomaly scoring.
03 / TRIAGE
🤖
Claude AI Triage
Claude Sonnet 4.6 acts as NSE Chief Compliance Officer. Returns 8 structured fields with SEBI PFUTP citations.
04 / ESCALATE
⚡
Auto Escalation
Case file created. Slack notified. Email sent. Watchlist flagged. STR drafted for FIU-IND. All automatic.
❌ Without This System
⏱15–30 minutes per alert review
👤Manual analyst for every flag
📝2–3 hours to write STR filing
📧Manual Slack and email notifications
🐢Genuine manipulation often missed
✅ With This System
⚡10 seconds end-to-end, zero clicks
🤖Claude AI as NSE CCO with 20yr experience
📄STR auto-drafted with all 12 FIU-IND fields
🔔Slack + Email fired automatically on ESCALATE
🎯4 patterns, 97% token savings, real SEBI citations
Detection Engine

4 manipulation
patterns. All caught.

Statistical anomaly detection with sigma scoring, cancel ratio analysis, and timing-based classification.

Layering

Order Book Manipulation

Trader T-1042 placed 14 large BUY orders on HDFCBANK creating fake demand. Cancelled 12 within 612ms after price moved up, then sold real shares at elevated price.

Cancel ratio: 85.7% (baseline: 15%)
Anomaly: 14.14σ above normal
Trigger: cancel_ratio > 70% + sell executed
Spoofing

Ghost Order Placement

Trader T-2891 placed an 80,000-share RELIANCE order worth ₹10.3 crore, then cancelled it in 420ms — algorithmically timed price manipulation.

Cancel time: 420ms (human-impossible)
Order value: ₹10.3 crore notional
Trigger: size > 50k + cancel_ms < 600
Wash Trading

Self-Dealing Volume Fraud

Trader T-3301 bought 10,000 INFY shares on Account A and sold identical quantity on Account B within 18 seconds — creating artificial market activity.

Same trader, two accounts
Time window: 18 seconds
Trigger: size diff < 10% within 30s
Pump & Dump

Price Inflation Scheme

Trader T-4401 accumulated 110,000 TCS shares quietly over 14 minutes, then dumped everything within 8 minutes at an elevated price — leaving other investors stranded.

Accumulation: 110,000 shares / 14min
Dump window: 8 minutes
Trigger: >100k shares + sell < 10min
AI Triage Engine

Claude acts as your
NSE Chief
Compliance Officer

⚡

97% Token Reduction

Pre-computed statistics (cancel_ratio, sigma) sent instead of 432 raw trades. ~280 tokens vs ~15,000 tokens per call.

💲

$0.00014 Per Triage Call

Real token tracking from API response. 1,000 alerts/day costs $0.14. Essentially free compared to analyst time.

⚖️

SEBI PFUTP Regulatory Citations

Every verdict includes the applicable SEBI regulation by section. Legally defensible, FIU-IND ready.

📝

8 Structured Response Fields

Verdict, confidence, risk level, rationale, plain English, recommended action, regulatory reference, FP probability.

triage — ALT-E9861015 — T-1042/HDFCBANK
AI VERDICT · CLAUDE SONNET 4.6
ESCALATE
CONFIDENCE: 91% FALSE POSITIVE: 9% RISK: HIGH
Classic layering: cancel ratio 85.7% at 612ms median represents 14.14σ from NSE baseline. Two sell executions at elevated price confirm intentional price influence. Pattern consistent with Regulation 4(2)(a) PFUTP 2003...
📋 SEBI PFUTP Regulations 2003, Regulation 4(2)(a) — Manipulative, fraudulent and unfair trade practices
✓ Compliance case COMP-8FF3 — Surveillance Desk L2
✓ Slack notification → #compliance-alerts
✓ Trader T-1042 watchlisted — 72hr monitoring
✓ STR filing drafted for FIU-IND submission
Live Dashboard

Bloomberg Terminal
aesthetic

smart-trade-compliance-monitor-1.onrender.com/app.html#/
HDFCBANK ₹748.00 ▲ RELIANCE ₹1,291.50 ▼ INFY ₹1,199.00 ▼ TCS ₹2,196.00 ▼
432Total Trades
9Alerts Detected
4Escalated
0Dismissed
2Pending
Alert Feed · 6 Alerts
ALT-E938 T-1042 HDFCBANK LAYERING HIGH ESCALATED ✓ Done
ALT-4B35 T-2891 RELIANCE SPOOFING HIGH ESCALATED ✓ Done
ALT-3BF9 T-3301 INFY WASH TRADING MEDIUM PENDING TRIAGE →
ALT-C3D7 T-4401 TCS PUMP & DUMP HIGH PENDING TRIAGE →
Triage Detail
AI VERDICT · CLAUDE SONNET 4.6
ESCALATE
CONFIDENCE: 91% · FP: 9%
Cancel ratio 85.7% at 612ms. Sigma 14.14. Classic layering pattern. SEBI PFUTP 2003 Reg 4(2)(a)...
✓ CASE_CREATED — COMP-8FF3
✓ SLACK_NOTIFIED — #compliance
✓ WATCHLIST_FLAGGED — 72hr
Platform Features

Everything compliance
teams actually need

🎬

One-Click Demo Mode

Single button triggers full pipeline — refresh prices, detect patterns, triage all HIGH alerts, fire all escalations. Complete demo in 15 seconds.

Automation
📄

STR Auto-Generator

Claude drafts a complete FIU-IND Suspicious Transaction Report with all 12 mandatory fields. 2-3 hour manual task done in 10 seconds.

Legal Compliance
👤

Trader Risk Profile

Click any trader ID — full profile page with risk score 0–100, complete alert history, pattern breakdown, and 72hr watchlist status.

Investigation
📈

Trade Timeline Chart

Visual proof of manipulation — see fake buy orders appear and vanish on a millisecond-precision timeline. SEBI hearing exhibit ready.

Evidence
💰

Market Impact Calculator

Calculates financial harm in ₹ crore. Price movement %, affected investor count, and total damage — making manipulation concrete.

Analysis
🔗

Alert Correlation

Detects if multiple suspicious traders fired alerts within 10 minutes — flags possible coordinated manipulation across instruments.

Intelligence
📊

Live NSE Prices

Real HDFCBANK, RELIANCE, TCS prices via Yahoo Finance. 20 stocks, searchable right panel, updates every 60 seconds.

Real-time Data
🔔

Multi-Channel Alerts

ESCALATE verdict auto-fires: Slack notification, email to subscribers, compliance case HTML report, watchlist flag — all simultaneously.

Notifications
⚙️

8-Page Dashboard

Dashboard, Alerts, Alert Detail (5 tabs), Trader Profile, Trade Explorer, Logs, Watchlist, Network Graph — full compliance platform.

Full Platform
🕸️

Cartel Network Graph

Detects coordinated multi-trader manipulation through visual network analysis. Circular trading patterns identified automatically with vis.js.

Network Intelligence
🎬

Crime Scene Replay

Animated millisecond-by-millisecond replay of manipulation. Watch fake orders appear and vanish in real time with interactive speed control.

Visual Proof
🔍

XAI Truth Anchors

Every Claude verdict is mathematically verified against raw data. Zero hallucinations. 100% evidence-backed analysis with formula verification.

Zero Hallucinations
Technology

Production-grade
stack

🐍 Python 3 + Flask
🤖 Claude Sonnet 4.6
⚛️ React 18
📊 Chart.js 4.4
💹 yfinance (NSE live)
💬 Slack Webhooks
📧 Gmail SMTP
🗄️ SQLite
🕸️ vis.js (Network Graph)
☁️ Render.com
🐙 GitHub
Ready

See it
live now

Click Demo Mode. Watch 6 manipulation patterns get detected, triaged by Claude AI, and fully escalated in under 15 seconds.