Services

AI-native development, and the engineering work that makes it real.

We help engineering organizations adopt AI-assisted development practices without the quality regression most teams experience — and we do the underlying systems work that modern AI applications actually require.

Primary Service

AI-Native Development Consulting

Moving an engineering organization from traditional development to AI-assisted workflows sounds straightforward until your first pull request lands with 400 lines of code no one can maintain. The tools are the easy part. The hard part is the practice around them — the context files, the skill libraries, the review discipline, the quality gates, the handoff patterns between human and AI work.

We've built this system for ourselves. Our code consistently passes A-rated SonarQube quality gates. Our AI-assisted output meets the same standards as anything written by hand. We teach your team to work the same way.

AI-Native Development

Engineering Work We Do

The AI consulting engagement is where most of our clients start. These are the adjacent capabilities we bring to those engagements — and that we take on as standalone projects when the fit is right.

MCP Server Development

Model Context Protocol servers that connect AI agents to your internal systems, data, and tooling. We default to Go for MCP servers because of the binary distribution story and the concurrency model — but we'll build in whatever language fits your operational environment.

MCP Server Development

API Design & Integration

REST and GraphQL APIs built for both human developers and AI agents. Clear contracts, thorough documentation, and integration patterns that hold up when your system doubles in complexity.

API Design & Integration

Data Migrations

Production data migrations for systems where downtime and data integrity aren't negotiable. We've handled complex migrations in high-stakes domains — billing systems, provisioning platforms, systems of record.

Data Migrations

Mobile Application Development

Native and cross-platform mobile applications with the same quality standards we apply to everything else. React Native and Expo for most engagements; native when the use case demands it.

Mobile Application Development

Secure Solutions Consulting

Architecture review and implementation support for teams that need to get security right the first time. Pragmatic, not theatrical — we focus on the threats that actually matter for your system.

Secure Solutions Consulting

How We Think About Tooling

We've made the decisions below enough times to have opinions worth sharing. Your mileage may vary, but these are our defaults:

Data layers

Postgres for transactional systems, full stop. Document stores for specific cases, not defaults. Read replicas before distributed complexity.

MCP servers

Go, unless there's a compelling reason otherwise. Binary distribution, concurrency model, and operational simplicity outweigh ecosystem tradeoffs.

Mobile

React Native with Expo for most applications. Native when hardware or performance requirements demand it. We don't do hybrid web wrappers.

Quality gates

SonarQube as quantitative baseline, CodeRabbit in review loop. AI-assisted code is only as good as the gates it has to pass.

AI tooling

Claude Code for agent-based development work, with custom skills and MCP servers bridging to client systems. Tool-agnostic in principle.

Deployment

GitOps by default. Rancher + K3s + Fleet for hybrid SaaS environments. Standard cloud deployments when that's the whole picture.

What We Build In

Let's Talk About Your Engineering Org

Most of our engagements start with a conversation about what your team is trying to accomplish, what you've tried, and where the quality or velocity is breaking down. No readiness assessment funnel, no prepared pitch — just a conversation.

Get in Touch