AI-DRIVEN · QUANTITATIVE · INSTITUTIONAL

An AI-first quantitative fund. Deep learning ensembles propose every trade; humans intervene only in model risk, governance, and oversight.

By invitation Institutional only A fund of MDV Global
LIVE YTD+21.24% MODEL22 production · 6 shadow GATES22 / 22 enforced CADENCE5s feature · 60s risk · 24h retrain
01 · Approach

Models, not opinions.

Vexcel runs a portfolio of deep-learning models trained on years of options surfaces, market microstructure, news flow, and event sequences. We don't forecast prices — we identify structure that resolves predictably across known regimes. Signal generation, sizing, and execution are autonomous. Human judgment lives in model risk, governance, and capital allocation.

Ensembles · not bets

Decisions emerge from agreement.

Gradient-boosted trees, transformer-based time-series nets, and custom options architectures vote. No single model owns capital.

Walk-forward · not backtest

Validate on tomorrow.

Every model is evaluated under rolling, out-of-sample retraining. We refuse models that only look good in fitted samples.

Capacity-aware

Size to survive alpha decay.

Each sleeve is bounded by empirical capacity. We refuse capital we cannot deploy without eroding the very signal that justified it.

02 · AI Pipeline

Four stages. Each one gated before the next runs.

From raw market data to authorised order, every signal traverses a versioned, monitored, gate-enforced pipeline. No human places a trade. No trade leaves the system without crossing every gate.

01
INGEST

Market & alt data

12+ feeds · L1 / L2 options chains · tick equities · news · filings · macro. Sub-25ms freshness on primary paths.

02
FEATURES

Engineered signals

800+ features per underlying — vol surface, skew topology, microstructure, sentiment embeddings. Refreshed every 5s.

03
ENSEMBLE

Deep learning vote

Boosted trees + transformer time-series + custom options nets. Soft-vote across architectures, capacity-weighted.

04
EXECUTE

Gates & routing

22 pre-trade gates. Breach equals auto-reject. OMS routes the authorised slice. Every decision audit-logged.

MODEL RISK MANAGEMENT  ·  Every model is shadow-traded for 14 days before allocation, version-pinned in production, capacity-capped, and auto-paused on feature-distribution drift. Champion / challenger framework runs continuously; no live model is unsupervised.
03 · Strategy

Multi-strategy volatility. Single-name focus.

Four complementary sleeves in US equity options. Each is independently modelled, sized against firm-level Greeks limits, and continuously monitored. The book targets a controlled delta with deliberate exposure to the vol surface.

Sleeve · A

Volatility Arbitrage

Deep learning surfaces stale implied-vol nodes across the term structure and skew.

Sleeve · B

Skew Mean Reversion

Tree-based ensembles identify skew dislocations conditional on the prevailing regime.

Sleeve · C

Earnings Volatility

Event-aware models calibrated on years of post-earnings implied / realised vol patterns.

Sleeve · D

Sentiment Overlay

Transformer embeddings on news & filings inform tactical sizing within hard firm limits.

04 · How We Operate

Three pillars. Non-negotiable.

The architecture below is not aspirational. It is the operating model under which every dollar at Vexcel is allocated and every report to LPs is generated.

I.

Autonomous Research & Execution

Models propose, gates approve, OMS routes. Every model is shadow-traded for 14 days before allocation, version-pinned in production, and auto-paused on drift detection.

II.

Pre-Trade Governance

Twenty-two hard gates: gross / net / single-name / sector / DTE / vega / margin / liquidity / counterparty / cash. Every proposed order is evaluated. Breach equals auto-reject. No bypass.

III.

Independent Oversight

Custody at BNY Mellon. Administration by SS&C GlobeOp. Annual audit by PwC. Attestations: SOC 2 Type II, ISO/IEC 27001. Pen-test cadence: semi-annual.

Capital Raised
$0M
USD · Institutional Commitments
YTD Return
+0.00%
Year to Date · Net

Vexcel has raised $20 million USD in institutional commitments, returning +21.24% year-to-date. By invitation. Qualified Purchaser / Sophisticated Investor only.