How We Work

We build bespoke AI systems for structured finance and private credit deal teams. Here is how an engagement works.

Our Principles

Five Rules for Reliable Workflows

Every system we build follows these principles. Each one addresses a specific failure mode we have seen in deal team workflows.

One Source, One Owner

Single deal hub, clear ownership, no guessing which file is the real one.Prevents: version confusion, duplicated files, unanswered questions about which spreadsheet matters.

Change Tracking Built In

What changed, when, and why. Weekly calls focus on decisions, not detective work.Prevents: silent edits, blame games, wasted meeting time reconciling numbers.

Assumption Lockdown

Key assumptions standardized and stress tested. No quiet edits breaking the model.Prevents: model errors from changed inputs, embarrassing IC moments, unreproducible results.

Approval Path Clarity

Stages, blockers, and next actions visible. Deals do not stall in hidden inboxes.Prevents: lost deals, unclear ownership of next steps, senior frustration.

Report Once, Reuse Everywhere

IC, credit memo, stakeholder views from the same dataset. Reporting stops being a weekly rebuild.Prevents: late-night slide decks, inconsistent numbers across reports, analyst burnout.

What an Engagement Looks Like

Step 01

Understand

We audit your current deal workflows. Where do files live? Who owns what? Where do assumptions get lost? We map the pain before proposing solutions.

Step 02

Build

We build AI systems tailored to your workflows. This might mean agents that extract and validate deal data, automated reporting from a single source, or assumption tracking systems. The tools depend on your situation. The principles are always the same.

Step 03

Handoff

Your team runs it. We train, document, and stay available. The goal is a system your analysts own and trust, not a dependency on us.

Proof of Concept

We Did Not Just Define Principles

We built a complete 6-module deal analysis platform from scratch. It is proof that these principles work at scale, from document ingestion to IC-ready reports.

See the Full Case Study

Ready to Talk?

Tell us about your deal workflows. We will give you an honest assessment of where the biggest time savings are, and whether we are the right fit.

Book a Call