Financial Services

Your analysts run calculations in spreadsheets. Your team chases payments by hand.

Financial services operations generate massive amounts of data and require penny-precise accuracy. Most teams handle it manually — because the off-the-shelf tools don't fit.

Built from real production engineering

Before & After

What your team does manually — and what it looks like automated.

Each row shows a real process your team handles today, paired with what it becomes once we build the system.

Settlement calculations

29-47 hrs/file

Spreadsheet-based, error-prone, no audit trail

Automated

Penny-precise calculation engine runs every batch automatically. 206 automated tests verify accuracy.

Payment reconciliation

40+ hrs/week

Manual matching across systems, missed payments slip through

Automated

Daily batch processor matches and reconciles across all data sources. Zero manual interventions.

Client communications

Manual outreach

1-3% reply rate industry average, thousands of clients unreachable

Automated

AI-classified email campaigns with personalized outreach. 42% reply rate across thousands of clients.

Compliance reporting

Hours per report

Manual assembly from multiple sources, risk of missed filings

Automated

Automated report generation with audit trails. Every transaction tracked end-to-end.

Operations monitoring

Constant vigilance

No visibility until something breaks, reactive firefighting

Automated

Real-time dashboards, sales leaderboards, and automated alerts. Problems surface before they cost money.

Data pipeline processing

Daily manual work

Multiple partner formats, matching errors, data stuck in silos

Automated

16-script daily orchestrator ingests, matches, and processes data from every source — with reporting on every run.

The Math

What changes when manual work disappears.

Time recovered

40+ hours/week of manual work eliminated

Errors eliminated

Zero manual interventions required per day

What you get

5 production systems running daily, 8 weeks from conversation to production

How We Build It

Three phases. Each one delivers working automation.

1

Discovery

2 weeks

We map your current workflows — calculations, reconciliation, reporting. We measure the hours, find the errors, and identify what should be automated first.

2

Build

4-8 weeks per phase

Process by process. Each phase delivers working automation — not a prototype. You see results before committing to the next phase.

3

Operate

Ongoing

We stay. We maintain the systems, monitor performance, and find the next process to automate. There's always something new to build.

Based on 1.5 years of production work — five systems, 70K+ client accounts, zero manual interventions.

Start with a 2-week discovery of one area.

Your settlement team runs calculations in spreadsheets. We've built penny-precise engines that handle this daily.

Typical engagements: $25K–$150K, fixed-price per phase.

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