AI Agents & Custom MCPs
Agents that research, reason, use your tools, and move work forward - with clear guardrails and a job worth automating. We also build the custom MCP connections that let them work inside your stack.
Independent AI systems studio
We design and build agents, automations, and GTM systems for teams that want the leverage of AI - without becoming an AI lab.
Let’s talk/ 01
What we believe
We start with the business bottleneck, choose the right models and tools, and build only what earns its place. No innovation theatre. No six-month transformation plan. Just useful systems, shipped.
/ 02
What we build
Agents that research, reason, use your tools, and move work forward - with clear guardrails and a job worth automating. We also build the custom MCP connections that let them work inside your stack.
AI-powered prospecting, enrichment, qualification, outreach, and CRM workflows - designed as one system, not a pile of disconnected tools.
Scraping pipelines, cross-tool automations, reporting flows, and internal systems that remove repetitive work without creating a maintenance headache.
Practical help choosing models and tools, mapping high-value use cases, and training teams to work effectively with Claude Cowork, Codex, and the next generation of AI-native tools.
/ 03
How we work
We map the work, find where AI creates a real advantage, and define what “working” means before choosing a tool.
We prototype quickly, use proven components where they fit, and custom-build only where it changes the outcome.
We put the system into real work, watch how it performs, and tighten it around your team - not a hypothetical user.
/ 04
Have something in mind?
Tell us what is taking too long, falling between tools, or still being done by hand. We’ll tell you where AI can genuinely help.