The software you built five years ago shouldn't become the problem you're solving today.

AI is no longer optional for businesses that want to operate at scale. We integrate large language models and AI-assisted workflows into your existing software — for analysis, automation, intelligent decision support, and more. We've shipped production AI features, including an analysis engine that runs alongside a client's own algorithmic platform, surfacing model risks and generating natural-language recommendations as a second-opinion layer.

We know how to build AI that works in a real production environment — with the guardrails, oversight, and integration design that separates a useful feature from a demo. And we'll tell you honestly when AI isn't the right tool for what you're trying to accomplish.

An aging codebase is a liability — in security, in maintainability, and in the engineers willing to touch it. We've performed major version upgrades across Ruby on Rails (versions 3 through 7), React Native to Flutter, and other frameworks — keeping systems current without disrupting what's working. We don't just update the version number. We leave the codebase better than we found it.

Some of our client relationships span nearly a decade. For businesses that want a reliable technical partner over the long term — someone who knows your system, knows your history, and is still there when something breaks three years after we built it — we offer ongoing maintenance arrangements. We become part of how your business works.

When a better tool exists, we recommend it. We built Shiplane, an open-source Docker deployment framework used in production by multiple clients. When Kamal emerged — newer, backed by a larger developer community, and actively promoted by the inventor of Ruby on Rails — we recommended every Shiplane client migrate to it. Including our own. Staying current with better solutions is part of the service.