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💼Case Studies

Real Work, Real Outcomes

Case studies from our engagements

We partner with growing companies to build AI products and technical teams that last. Here’s a look at recent work, anonymized to respect client confidentiality.

Selected Work

Real engagements across healthcare, fintech, and retail, the problem, what we built, and the outcome.

Established healthcare firm · Healthcare · Generative AI

A generative-AI product that gives clinicians their hours back

We designed and built a production generative-AI product for a multi-million-dollar healthcare firm that analyzes patient data and delivers tailored reports, removing hours of manual review so clinicians and practices can focus on care.

Challenge

Clinicians and practices were spending many hours manually reviewing patient data and assembling reports tailored to each practice’s specific needs.

What we did

We built a generative-AI product that analyzes patient data and produces reports matched to each practice’s requirements, designed around how clinicians actually work.

Outcome

The product saves clinicians and practices many hours of manual effort, returning their time to patient care instead of data wrangling.

Generative AIHealthcareProduct DevelopmentAI Agents
Healthcare startup · Healthcare · Technical Leadership

From an early-stage team to a high-functioning engineering org

Acting as hands-on technical leadership, we helped a healthcare startup grow from an early-stage team into a well-functioning engineering organization able to ship and scale on its own.

Challenge

An early-stage healthcare startup needed to turn a nascent team into a dependable engineering organization capable of delivering and scaling.

What we did

We provided hands-on technical leadership, establishing engineering practices, guiding hiring and team structure, and mentoring the team toward autonomy.

Outcome

The startup grew into a well-functioning engineering team with the leadership foundation and practices to keep scaling.

Fractional CTOTeam BuildingEngineering LeadershipHealthcare
Fintech firm · Fintech · Cloud Modernization

Re-platforming a fintech from single-instance Windows to scalable containers

We modernized a fintech firm’s infrastructure from a large single-instance Windows deployment to a scalable, distributed containerized platform on Azure, with observability built in so the team could deliver and monitor production with confidence.

Challenge

The firm ran on large single-instance Windows infrastructure that could not scale to handle growing load or support distributed processing.

What we did

We re-platformed onto Azure Container Apps and Container App Jobs for elastic, distributed workloads, and added observability across the stack to give the team clear visibility into production.

Outcome

The platform now scales to support higher load and distributed systems, and the team has the observability to deliver and monitor production reliably.

Cloud ModernizationAzure Container AppsDistributed SystemsObservabilityFintech
Retail business · Retail · Data Engineering

A medallion data warehouse that supercharged retail marketing ops

We unified a retail company’s fragmented data from across their stack (CRM, marketing channels, and more) into a full bronze/silver/gold data warehouse, giving their Marketing Ops team the analytics-ready insight they needed to act.

Challenge

The retail company’s Marketing Ops team needed richer insight, but their data sat scattered across disconnected systems like their CRM and marketing channels.

What we did

We built integrations across their technology stack and constructed a full data warehouse with bronze, silver, and gold layers, turning raw source data into clean, analytics-ready insight.

Outcome

Marketing Ops gained unified, richer insight across their stack, supercharging their ability to understand performance and act on it.

Data EngineeringData WarehouseMedallion ArchitectureMarketing AnalyticsIntegrationsRetail

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