AI Integration

We put AI in products and business workflows that run in production, not as a demo bolted on afterward. Our experience covers the Anthropic Claude API, OpenAI, autonomous agent setups, and custom tooling built around specific business logic. We design for reliability and cost control — features that hold up after launch, not just in a pitch deck.

We're a solo studio. A multi-agent workflow runs behind each build: scoped passes for analysis, architecture, review, and implementation. One point of contact; the work still gets checked from several angles.

This includes agentic workflows that take real actions on your behalf, AI-powered data processing and document handling, LLM integration into existing applications, prompt engineering and system design, and autonomous assistant setups for internal use.

Good fit for: Products looking to add intelligent automation · Teams that want AI working on real tasks, not just answering questions · Founders evaluating where AI actually fits in their stack · Businesses replacing manual processes with AI-assisted workflows

Web Application Development

We build production web applications from the ground up. Architecture, backend logic, database design, API development, authentication, billing integration, deployment — all of it. Languages and frameworks include Python/FastAPI, Ruby on Rails, Node.js, React, and TypeScript. Infrastructure on AWS, Docker, and Linux.

Good fit for: SaaS products and subscription platforms · Internal tools and workflow automation · Marketplaces and community platforms · Data-driven applications

Product Design & UX

Design grounded in how people actually use things, not how designers think they should. We work from wireframes through to production-ready UI, building interfaces that are clear and usable without sacrificing visual quality.

Good fit for: Mobile-first and responsive web applications · Products where onboarding and retention depend on a smooth user experience · Founders who need design that goes straight to development

Audit & Compliance Systems

We have specific experience building data systems for regulatory contexts: audit trails, traceable calculations, database-sourced compliance records. This came directly out of building Nutrifax for Canadian food labelling regulations, where the data needs to be defensible in court, not just stored in a database.

Good fit for: Products in regulated industries (food, health, finance) · Any application where the data needs to hold up under scrutiny

Infrastructure & Deployment

Server setup, Docker Compose, nginx configuration, deployment pipelines, environment management across dev, staging, and production. If your project lives only on a local machine right now, we can get it properly hosted, monitored, and maintainable.

Engagement Models

Project-based

Fixed scope, defined deliverables, clear timeline. Best for new builds or well-defined additions to existing systems.

Retainer / Ongoing

Continued development and support after an initial build, or for clients with product needs that keep evolving.

Consulting

Architecture review, technology selection, team advisory. Particularly useful for early-stage founders making infrastructure decisions that are expensive to undo later.

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