Should we trade, and when?
Assess whether to execute and identify the appropriate timing.
Execution Intelligence Infrastructure
for capital markets
Avarrai is building the intelligence layer between market context and execution action.
We bring together market data, workflow context, institutional knowledge and governed AI to enable smarter trading before, during and after execution.
Execution isn't one decision.
Avarrai brings together the context and intelligence needed to answer four fundamental execution questions.
With whom, at what price?
Identify counterparties, assess available liquidity and understand expected price outcomes.
How do we execute, and where?
Evaluate strategy, protocol, channel and venue.
Why?
Explain the reasoning and evidence behind every execution recommendation.
Built across the stack. Not instead of it.
Avarrai connects the systems you rely on and adds the intelligence layer that brings them together.
Built for complex markets. around human judgement.
Institutional trading does not need another system making decisions in isolation.
Avarrai is designed to bring intelligence into the execution workflow while keeping traders in control. It helps surface context, evaluate alternatives and support decisions, while leaving judgement and authority where they belong.
The technology works with existing workflows, systems and controls rather than asking institutions to replace them.
Our approach is simple:
augment the trader, strengthen the workflow, preserve control.
What we are building
The Avarrai platform is being built around five core capabilities:
Market & liquidity intelligence
Interpret market conditions, liquidity signals and execution context to understand what is actionable.
Execution decision intelligence
Evaluate timing, price, counterparties, venues, protocols and execution strategies before acting.
Governed recommendations
Turn market and workflow context into explainable recommendations while keeping the trader in control.
Execution evidence
Capture the context, reasoning and outcomes behind execution decisions to strengthen oversight and auditability.
Execution learning
Learn from execution outcomes and institutional experience to improve future decisions.
Starting with fixed income
Avarrai's first application is institutional fixed-income execution.
Fixed-income markets provide a natural starting point for execution intelligence. Liquidity is fragmented, price discovery can be uncertain, trading spans multiple protocols, venues and counterparties, and important execution context remains distributed across systems and workflows.
Avarrai brings that context together to help trading desks interpret market conditions, assess liquidity and counterparties, evaluate execution choices and understand the evidence behind those decisions.
The platform is being built to extend beyond fixed income, applying the same execution intelligence architecture across capital markets.
fixed income first. execution intelligence across capital markets.
Why now?
Increasing market complexity
Fragmented liquidity, electronification and more execution choices are increasing the number of variables trading desks must navigate.
More data. More intelligence.
Trading firms have access to more market and workflow data, while AI makes it possible to interpret and connect that information at a scale that wasn't practical before.
Greater demand for control and evidence
Execution decisions increasingly need to be explainable, governed and supported by evidence.
Trading infrastructure wasn't designed for this intersection. Avarrai is.
Human-led. Intelligence-assisted. Control-first.
Avarrai is being built around a simple principle: AI should strengthen human judgement, not replace accountability.
Assist, with accountability
AI can interpret context, evaluate options and make recommendations while keeping accountability with the trading desk.
Explain, don't obscure
Recommendations should be supported by understandable reasoning, evidence and the context from which they are derived.
Learn, without losing control
Execution outcomes and institutional knowledge improve future intelligence within defined governance and control frameworks.
Help shape what comes next
Avarrai is being built with the market, not in isolation.
We're engaging with market participants, technology partners and institutions to help shape the next generation of execution intelligence.