AI Implementation That Actually Works
We help organizations move past AI hype to systematic implementation. No buzzwords. No empty promises. Just tested approaches that deliver results.
Our Approach
Integration Over Capability
The most powerful AI tool is worthless if it doesn't fit your workflow. We focus on implementation that survives model changes and tool updates. Principles over prompts.
Test Before Recommending
Every tool and technique we recommend has been tested in production workflows. We don't share press releases. We share what actually works when you need to get real work done.
Fail Transparently
We share failures as much as successes because knowing what doesn't work saves you time. No curated highlight reel—real experiments with real outcomes.
No Hype
We're allergic to buzzwords and empty promises. If something isn't ready for production use, we'll say so. If it's overhyped, we'll call it out. Your time is too valuable for theater.
What We Do
We build MCP servers that connect AI assistants to real-world services, automation workflows that eliminate manual work, and systems that make AI useful instead of just impressive.
We teach through the Signal Over Noise newsletter, through coaching, and through consulting—the goal is always the same: help you understand complex systems well enough to make them work for you.
The tools we build are open source, the workflows we test get documented, and the failures are just as public as the wins.
Production Experience
We don't just advise—we build and operate AI systems in production.
MyCityZen
AI Navigation Platform
29-agent system covering bureaucracy, healthcare, housing, and daily life logistics for expats in Valencia. Live since September 2025.
Remote Resilience Hub
B2B AI Platform
Enterprise-focused AI bureaucracy navigation. White-label licensing for coworking spaces, relocation agencies, and municipal innovation labs.
Open Source MCP Servers
Developer Tools
16+ published MCP servers connecting Claude to enterprise services—media management, network control, email platforms, analytics, and more.