AI Builders,
Not AI Advisors
95% of AI pilots never reach production. We built Octomind, Octocode, and Octobrain — production AI systems used by developers every day. You get the team that ships AI to production, not the one that presents about it.
Start a conversationAI Team Training
Get your team shipping with AI
We set up your dev team to work with AI. Tools, workflows, and hands-on practice on your actual codebase. We pair with your engineers until it clicks.
- AI readiness assessment of your stack and data
- MCP tools, IDE, and agent configs for your codebase
- Hands-on pairing sessions with your engineers
- Documented workflows your team owns
This is how Muvon operates daily — 2 people shipping like 30
Custom MCP Servers
Connect AI to your internal tools
We build production MCP servers for your workflows. Connect AI assistants to your codebase, databases, APIs, and internal tools. Works with Claude, Cursor, Windsurf, or your own agents.
- Production-ready MCP server(s)
- Integration with your existing tools
- Deployment and documentation
- Source code handoff
Built Octocode, Octobrain, Octofs — 5+ production MCP servers
RAG & Search
Make your data AI-searchable
We build AI-powered search over your internal data — code, docs, knowledge bases. Custom pipeline tuned for your domain, deployed to production.
- Custom search pipeline built for your data
- Search API tuned for your domain
- Integration with your product or internal tools
- Production deployment + monitoring
Octocode is a production RAG system — code to embeddings to search
AI Agents
AI that works on its own
We design and build AI agent systems — multi-agent orchestration, tool use, persistent memory, multi-provider support. Shipped to production, not stuck in a demo.
- Architecture design for your agent system
- Working agent implementation
- MCP tooling and provider integration
- Deployment, docs, and handoff
Built Octomind — multi-agent runtime with 13+ providers and daemon mode
Ongoing AI Support
Keep your AI systems accurate
AI systems degrade over time. We keep them sharp — monitoring, tuning, upgrading, scaling. Monthly retainer, no surprises.
- Performance monitoring and accuracy maintenance
- Model and pipeline upgrades
- Ongoing optimization with your team
- Priority support and monthly reporting
We maintain Octocode, Octobrain, and Octomind in production daily
AI Consulting
Expert answers when you need them
Hourly access to our AI engineering team. Architecture reviews, technical decisions, code audits, vendor evaluations, or a second opinion — no retainer required.
- On-demand expert sessions (video or async)
- Architecture and code reviews
- Technical decision support
- Written recommendations when needed
Same engineers who built Octomind, Octocode, and Octobrain
We built the tools
Our open source portfolio isn't a side project — it's proof. Octocode, Octobrain, Octomind. Real software, real users, real stars on GitHub.
Small team, fast delivery
2–8 week engagements — 3–4x faster than enterprise firms. Two founders + AI collaborate directly with your team. No layers. No account managers.
We ship code, not slides
Every engagement ends with working software — deployed, documented, and handed off. No roadmap PDFs. No "phase 2 recommendations."
Production, not pilots
95% of AI projects fail before reaching production. We've shipped 6 AI products to production — and maintained them. You hire a team that knows the difference between a demo and a deployed system.
Tell us about your project
Send us an email with what you're building and where you need help. No forms. No gatekeepers.
We scope it together
A 30-minute call to understand the problem, define deliverables, and agree on timeline. Free. No commitment.
We build it
2–8 week sprint. Working software at the end. Deployed, documented, yours.
Tell us about your project
Building something with AI? Stuck after a failed pilot? Need production-grade AI systems? We'd rather hear about your problem than pitch you a solution.
[email protected]