AI is a tool. It matters who knows how to use it.

AI tools can meaningfully reduce the cost and time to build software, automate repetitive workflows, and speed up decisions, when you set them up for the right things and use them correctly. We have shipped full-stack products using AI-assisted development and use automation pipelines regularly.

What we do.

AI-assisted product development

We scope, architect, and ship software products using AI-assisted development workflows, at significantly lower cost than traditional development for the right projects. We have done this end to end, from concept to deployed product.

Workflow automation

Repetitive tasks that eat time are usually automatable. Document processing, data entry, reporting, communication routing, approval flows. We identify what is worth automating and build the pipelines that handle it.

AI tool selection and integration

There are hundreds of AI tools and most businesses do not need most of them. We cut through the noise, identify what is relevant to your specific workflows, and help you integrate tools that will actually get used.

Cost modeling: AI-assisted vs traditional development

For businesses deciding how to build something, we can model the real cost difference between traditional development, AI-assisted development, and off-the-shelf solutions.

What this has looked like in practice.

We have built and launched two full-stack applications using AI-assisted development, one a commercial e-commerce platform, one a civic technology app. Both are live. Both were built solo at a fraction of the cost of a traditional development engagement. We work with all major AI coding agents and automation pipelines.

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Who this is for.

Businesses that want to use AI but do not know where to start. Founders who want to build a software product without a full engineering team. Companies with manual processes that should be automated but nobody has had bandwidth to figure out how. Teams that have experimented with AI tools without a coherent strategy.

Tell us what you are spending time on. We will tell you what can be automated.

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