New · Built per client

AI Agents for Capital Markets Operations

TRAC builds AI agents that take on the repetitive investigation work across the trade lifecycle — reconciliation breaks, settlement fails, and exceptions — under human oversight and full auditability.

Accelerators to start fast · customized to your firm to go live.

Operations runs on exception handling

Breaks, fails, and exceptions consume enormous analyst and operations time. The work is repetitive, deadline-driven, and mostly investigation — gathering data across many systems, comparing it, and proposing a fix.

Repetitive

The same investigation, daily

Exceptions follow recognizable patterns. Teams re-run the same gather-compare-resolve loop thousands of times a quarter.

Multi-system

Evidence is scattered

Resolving one break means pulling from order management, settlement, reconciliation, and reference data — by hand.

Time-critical

Deadlines and consequences

Skilled people on settlement clocks. Errors carry financial, settlement, and regulatory impact.

This is exactly the work AI agents do well — and exactly where human oversight matters most.

Where agents go to work

High-frequency, investigation-heavy workflows across the trade lifecycle and operations.

Trade reconciliation

Investigate reconciliation breaks, identify root cause, and propose a resolution with evidence.

Settlement fails

Analyze failing settlements, surface the likely cause, and recommend the next action.

Trade exception investigation

Triage and investigate trade exceptions with full source attribution for every finding.

Cash & position breaks

Reconcile cash and position breaks across custodians, books, and internal records.

Regulatory reporting exceptions

Investigate reporting exceptions and assemble the evidence needed to clear them.

Production support & root-cause

Triage incidents, correlate signals, and accelerate root-cause analysis for technology teams.

Client onboarding investigations

Gather and cross-check documentation and data to speed onboarding reviews.

Knowledge retrieval

Answer questions across capital-markets platforms and documents with cited sources.

Accelerators to start. Customized to deploy.

Every firm's systems, data, and controls are different — so the agents are custom. But we don't start from a blank page. We begin with accelerators that already understand the shape of the problem, then tailor them to your environment.

1

Start from an accelerator

A pre-built agent for a common workflow — reconciliation, settlement fails — that already knows the steps and the data it needs.

Weeks, not quarters
2

Customize to your firm

Tailor the agent to your systems, books, data, and policies; wire up the connectors and the controls your firm requires.

Per client
3

Pilot & deploy

Run against real exceptions under human review, prove the impact, then expand to more workflows and teams.

Supervised rollout

Built to be trusted in production

The same principles run through every agent we build — what makes them safe to put in front of real operations.

Human-in-the-loop

Agents investigate and propose; people approve. Nothing high-impact happens without review.

Auditable by design

Every step, source, and decision is logged and attributable — ready for supervision and examination.

Least-privilege access

Agents reach only the systems and data a task requires — nothing more.

Client-owned & secure

Deploy in your environment, under your controls. Your data stays isolated and in your hands.

Put an agent on your hardest queue

Tell us which exceptions, breaks, or investigations cost your team the most time. We'll show you where an accelerator could start.

Start a conversation