Case studies

Systems in production, results on record

A sample of engagements where engineering discipline met business pressure — and shipped anyway.

Financial Services

Meridian Pay

Real-time payment reconciliation platform

< 90 sec: End-to-end reconciliation
$2M+: Processed daily per merchant
0: Double-payout incidents since launch

The situation

A payment provider was reconciling transactions in overnight batches, delaying merchant payouts and masking failures for hours.

The challenge

Millions of daily transactions across card networks, banks, and wallets had to match perfectly, with full audit trails and zero tolerance for double-payouts.

What we delivered

We built an event-driven reconciliation engine with idempotent ledger writes, streaming mismatch detection, and an operator console for exception handling — deployed on Kubernetes with strict SLOs.

Stack

Go
PostgreSQL
Kafka
Kubernetes

Supply Chain

Northwind Logistics

Autonomous dispatch & routing agent

23%: Reduction in routing cost
4×: Loads covered per dispatcher
92%: Of matches accepted without edits

The situation

A mid-market freight brokerage relied on manual dispatchers to match loads with carriers — a bottleneck that capped growth.

The challenge

Dispatchers handled hundreds of loads daily across phone and email; every delay risked losing loads to competitors with faster coverage.

What we delivered

We delivered an AI dispatch agent that ranks carrier matches, negotiates within policy bounds, and escalates edge cases to humans — integrated directly with their TMS and e-mail workflow.

Stack

Python
LangGraph
Next.js
AWS

Healthcare

CarePoint Health

Patient intake copilot & data platform

60%: Faster patient intake
38%: Fewer data-entry errors
HIPAA: Aligned controls & audit logs

The situation

A multi-clinic network wanted faster patient intake without adding administrative staff — while staying HIPAA-compliant.

The challenge

Intake forms, insurance cards, and referral notes lived in disconnected systems; staff re-keyed data manually, causing errors and long waits.

What we delivered

We shipped an intake copilot that pre-fills records from documents and conversation, plus a unified data warehouse powering clinic-level operational dashboards.

Stack

TypeScript
NestJS
Snowflake
Azure

“Auracle rebuilt our reconciliation stack while the business kept running — zero downtime migrations, weekly demos, and a team that understood payments, not just code.”

Chief Product Officer · Meridian Pay

“The dispatch agent paid for itself in the first quarter. What impressed us most was the discipline: evals, guardrails, and clear escalation paths before anything touched production.”

VP Operations · Northwind Logistics

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