AI-Native Liquidity Provision

We build AI agents that make options markets more efficient.

P&Q Analytics develops autonomous quoting, hedging, and risk agents for vanilla and exotic options. Our systems learn continuously from live markets to deliver competitive pricing and resilient liquidity.

Who We Are

A multidisciplinary team across research, options trading, and engineering.

P&Q Analytics brings together deep expertise across AI, quantitative options, and trading technology.

Our team includes professionals with more than 20 years of hands-on options trading experience at leading firms, with proven strengths in options trading, risk, and live market execution.

Nearly all of our team hold PhDs. Our researchers come from AI and machine learning, while our engineers build fast, reliable trading and analytics systems for live production use.

What We Do

Autonomous agents across the full market-making process.

Trading desk with multi-screen market charts

Pricing Agents

Our pricing agents continuously generate competitive two-way quotes that adapt as market conditions change.

  • Continuous, competitive two-way pricing
  • Quotes that adapt to changing markets
  • Driven by proprietary models
Trader monitoring multiple financial chart screens

Hedging Agents

Our hedging agents manage risk in real time, executing efficiently while keeping cost and exposure in balance.

  • Continuous, automated risk management
  • Cost-conscious execution
  • Positions kept in balance
Server infrastructure for real-time risk and analytics systems

Risk Agents

Our risk agents run around the clock, holding positions within set limits and responding automatically when markets become stressed.

  • Always-on risk controls
  • Early detection of market stress
  • Automatic protective responses

Platform

One integrated system — infrastructure, agents, and oversight.

A single production system that brings our infrastructure, agents, and human oversight together.

Infrastructure

Fast, reliable market connectivity and dependable systems.

Engineered for speed, stability, and continuous uptime.

Agent Coordination

Pricing, hedging, and risk agents work together in real time.

Every decision stays consistent, controlled, and reviewable.

Human Oversight

Operators watch the agents through clear, real-time dashboards.

People stay in control, with full visibility and override at any time.

Infrastructure Coordination Oversight
Professional trading workstation with live analytics and indicators
Live analytics and clear visibility into the system.
Infrastructure servers supporting real-time trading systems
A dependable backbone for consistent performance.
Analyst monitoring multi-screen trading and model outputs
Coordinated operations under continuous supervision.

Market Impact

Institutional outcomes in live options markets.

Better execution, dependable liquidity, and disciplined risk control.

Live global options market activity

Work With Us

Help define the next generation of autonomous market-making systems.

We're hiring across commercial and engineering — to grow our client base and build the agents behind our trading stack.

Open Roles

  • Institutional Sales
  • Retail Sales
  • Agentic Engineer
View Open Roles