Boutique Engineering Studio

We engineer internal systems that stop revenue leakage and replace fragile workflows.

For operations-heavy teams that outgrew generic SaaS, we design and ship production-grade internal tools that reduce ops overhead and eliminate spreadsheet logic risk.

8 to 16 week fixed-scope builds. Founder-led architecture and delivery.

Founder-led execution. No agency layers.

Fixed-scope delivery with clear technical ownership.

Integration-ready systems with compliance-aware architecture.

What We Build

The systems your operations actually run on.

Our work lives behind the scenes. The infrastructure your team opens every morning. These aren't feature experiments. They're the operational backbone of growing companies.

Internal Tools & Platforms

Custom operational platforms that replace the spreadsheets, shared drives, and manual workarounds your team has outgrown. Built around your actual workflows, not generic SaaS you bend your process to fit.

AI-Assisted Systems

Practical AI wired into real operations: document classification, intelligent routing, structured data extraction. We integrate where it reduces manual overhead, not where it sounds impressive.

Document Processing Pipelines

End-to-end pipelines that ingest, parse, validate, and route high-volume documents: invoices, contracts, intake forms, compliance filings. Designed for accuracy at scale, not just automation demos.

System Integrations & Data Architecture

Connecting ERPs, CRMs, databases, and third-party APIs into a coherent data architecture. We eliminate the fragmented handoffs and manual syncing that slow growing teams down.

How We Work

Clear process. No surprises.

Every engagement follows the same structure: scoped tightly, built iteratively, shipped on time.

01

Discovery & Assessment

We map the operational landscape: systems, data flows, pain points, stakeholders. One focused call to understand the problem at the architectural level.

02

Architecture & Scope

We produce a detailed technical plan: system architecture, integration points, data models, milestones, and a fixed-scope proposal. You know exactly what gets built and why before any code is written.

03

Iterative Build

Tight build cycles with weekly stakeholder reviews. Working software at every checkpoint. Production-grade from the first deploy, with observability and error handling built in.

04

Handoff & Ongoing Support

Structured handoff with architecture documentation, runbooks, and a team walkthrough. Every system is built to be maintained by your team or ours. Retainer arrangements available for continued development.

Recent Work

Selected operational systems built for teams scaling under real complexity.

Client details anonymized due to confidentiality agreements.

Venture-Backed SaaS Platform

Multi-Role Workflow & Evaluation Infrastructure

A growing SaaS operator managing high-volume submissions, internal reviews, and cross-team coordination through spreadsheets and email threads. Evaluation logic was inconsistent. Reporting required manual consolidation.

Replaced the fragmented process with a structured application platform featuring:

  • Multi-role access (applicants, reviewers, administrators)
  • Weighted scoring and ranking logic
  • Controlled workflow states and audit logging
  • Automated notifications and deadline enforcement
  • Real-time dashboards over structured relational data

Eliminated duplicate review cycles and manual aggregation.

Created a transparent, production-grade evaluation system used daily by internal teams.

Workflow SystemScoring EngineRole-Based AccessPostgreSQL
Growth-Stage Operator

AI-Assisted Document & Data Processing Pipeline

Operations team manually reviewing and routing high-volume structured documents across multiple systems. Data extraction was inconsistent. Exception handling was reactive.

Architected an ingestion and validation pipeline integrating:

  • Structured document parsing and normalization
  • AI-assisted classification and field extraction
  • Rules-based validation layers
  • Exception routing workflows
  • Direct ERP synchronization

Reduced manual review time by over 80%.

Improved structured data accuracy and eliminated recurring reconciliation errors.

Document PipelineAI ClassificationValidation LayerERP Integration
Multi-System Healthcare Platform

Intake Automation & Cross-System Data Architecture

Patient intake and onboarding required manual routing, insurance checks, and repeated data entry across multiple internal systems. Each onboarding introduced downstream billing and reporting errors.

Designed and deployed a structured intake system with:

  • Direct EHR integration
  • Automated insurance verification workflows
  • Intelligent routing based on intake data
  • Cross-system data synchronization
  • HIPAA-compliant storage and logging controls

Reduced onboarding time from 20+ minutes to under 3.

Removed a full-time coordination role.

Established a controlled, auditable data architecture across systems.

Workflow AutomationEHR IntegrationHIPAA CompliantData Synchronization

About

Senior engineering, founder-led delivery.

Every engagement is led directly by me. I make the architectural decisions, write the critical code, and own the outcome. No layers between you and the person responsible for the work.

Over a decade designing and shipping production systems across fintech, healthcare, logistics, and climate-tech. From venture-backed startups to mid-market operators managing complex, multi-system environments. The common thread: teams that need reliable infrastructure from someone who understands both the technical and operational constraints.

I bring in vetted specialists when a project demands it: database architects, DevOps engineers, domain experts. The bar for who touches your system is high. That's by design.

Most engagements start as a focused build and evolve into a long-term engineering partnership.

10+

Years in Production Systems

40+

Operational Systems Delivered

100%

Founder-Led Architecture

Common Questions

A few things clients usually ask.

What does a typical engagement look like?

Fixed-scope engagements typically ranging from $25k to $100k, delivered over 8 to 16 weeks depending on system complexity. We produce a detailed architecture plan before writing code, so pricing and timelines are predictable from the start.

What kind of companies do you work with?

Growing companies with real operational complexity. Teams where internal workflows are breaking under scale. Not idea-stage companies still searching for product-market fit. If you have real users, real data, and real process pain, we should talk.

Do you use AI in your projects?

When it solves a real problem. We integrate AI for document extraction, classification, intelligent routing, and similar operational tasks. If a rules-based system is more reliable, we'll tell you.

What happens after the system ships?

Structured handoff: architecture documentation, operational runbooks, and a team walkthrough. Every system is built to be maintained by your team or ours. Retainer arrangements available for continued development.

How is this different from hiring a freelancer or an agency?

The person making architectural decisions is the person building the system. You get the depth of a senior in-house hire with the efficiency of a focused studio.

Ready to replace the duct tape?

Start with a 30-minute discovery call. We'll map out your operational landscape, identify the highest-leverage opportunities, and determine whether we're the right fit. No pitch decks. No pressure.