Case Studies

Real systems, in production.

A look at the work. Healthtech pipelines routing real prescriptions, fintech infrastructure moving real money, ecommerce platforms serving real traffic — the systems, the stakes, and the numbers are real.

Healthtech

Multi-Agent Prescription Orchestrator

Designed and built the orchestration layer coordinating several specialized LLM agents across a live prescription-fulfillment pipeline — each agent scoped to one step, with guardrails and human escalation where judgment calls matter, and every decision logged for audit.

PythonLLM OrchestrationAudit Logging
1M+ daily prescriptions routed
Healthtech

Real-Time Data Pipeline Migration

Moved a healthtech platform off overnight batch reports and onto event-driven CDC streaming from PostgreSQL, cutting reporting latency from hours to seconds and reducing data-related incidents.

PostgreSQLCDCCI/CD
Reporting latency cut from hours to seconds
Fintech

Agentic Investment Advisor

Built a retrieval-augmented chatbot wired directly into live banking-partner feeds, so its answers reflect real, current products rather than static content — spanning partners across thousands of cities.

RAGOpenAI APIPython
11+ banking partners, 3,500+ cities served
Fintech

Multi-Bank Payment Infrastructure

Engineered the payment core handling multi-bank transaction processing — idempotency keys, automatic reconciliation, and encryption at rest — so retried or duplicated requests never double-charge a user.

Banking APIsReconciliationEncryption
Zero double-bookings in production
Ecommerce

Gamified Engagement Platform

Built the microservice layer syncing live prices into a gamified browsing experience, with automated checks that kept pricing errors from ever reaching a customer.

MicroservicesAutomation
3x engagement lift, 90% fewer pricing errors
Ecommerce

Extensible Cart & Promotions API

Redesigned the cart API around a strategy-pattern promotions layer — four clean architecture layers deep — so the team can add new promotion types as pure configuration, not new endpoints.

FastAPISQLAlchemyStrategy Pattern
New promo types ship with zero route changes
AI & Data

LLM Observability Platform

Built an SDK and query layer that traces every LLM call, tool invocation, and retry across an agentic product, storing them for fast analytical queries and natural-language search over past runs.

TypeScript SDKDuckDBReactFastAPI
98% success rate tracked across 1.2K+ calls, 340ms P50
AI & Data

AI Campaign Planning Pipeline

Built a pipeline that parses a raw creative brief, generates persona-targeted campaign variants, and ranks candidate publishers across five dimensions before a human signs off.

Claude APIFastAPIDocker
Publishers ranked across 5 dimensions, automatically

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