AI Integration

We implement AI into products and business workflows that actually use it in production, not as a demo feature bolted on afterward. Our experience covers the Anthropic Claude API, OpenAI, autonomous agent setups, and custom tooling built around specific business logic. We know how to design AI features that are reliable, cost-controlled, and genuinely useful — not just impressive in a pitch deck.

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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