Financial Derivatives Pricing Engine
1400x faster than Monte Carlo; $70.5M/yr benefit
Current Bottleneck
Hedge fund managing $5B derivatives across 500 instruments. Current: 2-minute pricing cycle via Excel + Monte Carlo. Missing ~500 opportunities/year due to latency.
$42M from captured P&L (50 bps on $5B AUM)
Pricing: 120s → 85ms (1400x faster). Hedge execution: 30s → 50ms
Continuous risk monitoring vs EOD-only. Automated decision logging.
Quant hedge funds, investment banks, derivatives desks
VIX Spike: Real-Time Hedging Decision (August 2024 Case)
SETUP: Quant fund managing $5B across 500 derivatives instruments. Aug 5, 2:47pm ET: VIX spikes 50bps (economic surprise, SPX drops 200 points). Trader realizes: current 50 SPX call position now delta-positive (losing money on downside). Need hedge urgently. OLD SYSTEM (120s latency): - 2:47pm: Spike detected - 2:48pm: Email quant team - 2:50pm: Load 6-month tick data into Excel - 2:55pm: Run Monte Carlo (50k random paths) - 2:59pm: Results arrive. By then: SPX recovered 150 points. Hedge cost +75%. Opportunity MISSED. TENSORPRESS SOLUTION (342µs latency): - Omega ingests 10M daily price ticks in real-time - TensorPress 5D tensor [Instrument×Strike×Maturity×Greeks_IV×MarketRegime]: 401x compression = 12 MB in-memory - 2:47:000pm: Query "Given VIX 22.5, current SPX delta -0.08, portfolio -200 delta, P(market up 100bps in 15min)?" executed - 2:47:000.342ms: Result returns "Probability 68%. Recommend: SELL 50 SPX calls @ $4.10 premium. Lock profit." - 2:47:001pm: Trade auto-executed (1ms latency) - Capture: 50bps profit × 5000 notional = $87k daily P&L ANNUAL IMPACT: Spike events: ~500/year where this strategy applies Each captured: $87k P&L = $43.5M annually System cost: $700k Net: +$42.8M | ROI: 6,100% | Payback: <1 week
What Makes GeoPress Built for This?
401x compression on multi-dimensional data
342µs conditional queries
3,190 marginals/sec
CPU-first architecture
GeoPress + Complementary Products
geomdb
K-NN hedge asset discovery in 247ns
neverforget
Recall market regime patterns (247ns)
Where This Applies
Capital Markets
Hedge Funds
Investment Banks
Proprietary Trading
Ready to implement this use case?
Let's discuss how GeoPress can be tailored to your specific requirements and timeline.