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Teo Bouancheau, AI engineer, resting his chin on his hand and looking to the side

AI Automation Services and Custom Software for Business Owners.

Premium consulting, custom AI systems, and AI training for business owners who want compounding leverage: strategy, software, and the teams who can run it, delivered end-to-end.

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How It Works

Describe your problem. Get a working system.

  1. Strategy

    Your goals get mapped to what is actually worth building and why it moves the business, before any code gets written.

  2. Build

    Your product gets designed and built across the full stack, with every decision from architecture to interface staying accountable to your outcome.

  3. Deployment

    Your idea moves from first concept to production, remote-first, with clear async communication and regular deployment checkpoints.

What you can build

Your workflow, built and running

  • AI Agents & MCP

    Model Context Protocol servers and agent tooling that give AI assistants real, production-grade capabilities.

  • AI Automation

    Your team gets its repetitive manual work automated, freeing up hours to focus on clients instead of admin.

  • Developer Tools

    Code intelligence and automation that make engineering teams faster, from semantic search to data pipelines.

  • SaaS Products

    End-to-end hosted products: scraping, detection, AI processing, and a polished web app, shipped to real users.

  • Native Apps

    Performance-critical macOS and iOS apps, including on-device LLM inference with Metal acceleration.

  • Design Systems & Web

    Design tokens, component systems, and marketing sites built for speed, consistency, and SEO.

  • AI Training & Enablement

    Hands-on AI training for founders and their teams, taught on your own real work rather than generic examples.

Selected Work

Systems that compound

See all work

Blog

Worth your time

The essays are on the way. Frameworks and shipping stories, delivered to your inbox first.

Frequently Asked Questions

What do you build?
AI systems and agents (including Model Context Protocol servers), developer tools, hosted SaaS products, and native macOS/iOS apps. Recent work includes Foldout, TIDAL MCP, YouTube Knowledge MCP, Token Stunt, Stover, and LM Pocket.
How do you work with clients?
Engagements are limited to a small number at a time, staying close to the code from first idea to production, with strategy, design, and implementation in one.
What technologies do you use?
Modern, production-grade technology chosen for reliability and speed to market: React and Next.js for fast, SEO-friendly web apps, Python and Rust for AI systems and automation that scale, and Swift for native iOS and macOS apps. Every stack decision is made to minimize long-term maintenance cost and avoid vendor lock-in.
Are you available for new projects?
Yes. Consulting and build engagements are open, with a small number of clients taken on at a time. The most direct way to start is through the contact page, with a short description of what you are building.
Do you work remotely?
Yes. Engagements are remote-first and run worldwide, with clear async communication and regular deployment checkpoints.

Working on something ambitious?

Tell me what you're building. You'll get a clear answer on fit, fast.

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The Compounding Edge

Frameworks, case studies, and deployment lessons from AI and automation projects, straight to your inbox.

The agency behind the work

Turn what you read here into a system you own.

AI agents and custom software for real estate and relocation teams. Built by operators, not consultants.