AI that actually moves the needle.
Beyond the chatbot. We help you adopt AI where it creates real leverage.
Four ways we engage.
Readiness assessments
A short audit of your stack, data, and team. We map the highest-leverage AI plays and the dead ends to skip.
Custom agents & MCP servers
Domain-specific agents wired into your tools. Internal MCP servers that expose your systems to Claude safely.
Workflow automation
Replace the manual reconciliations, classification, and copy-paste pipelines that burn ops hours.
Team training
Hands-on workshops for engineers and operators. Your team learns to use AI like we do — not by watching demos.
Pick a starting point.
Where AI moves the needle for your business — and where it doesn’t. Written report, ranked plays, no upsell.
- Stakeholder + systems audit
- Ranked list of opportunities
- Effort/impact estimates
- 1-hour debrief call
We build the agent, the automation, or the internal MCP server end-to-end. Production-ready, documented.
- Build + deploy
- Eval harness for outputs
- Guardrails + observability
- Handoff + training
We embed with your team. Build, train, evaluate, and ship AI features inside your product or ops.
- Weekly working sessions
- Roadmap + measurement
- Eval + tuning
- 30-day notice
What we’ve built with AI.
Internal MCP server
Custom MCP server exposing internal docs, tickets, and data to Claude. Engineers query the company in plain English.
Multi-context agents
Agents that span repo + docs + Slack + Linear. Built with explicit handoffs, not magic chains.
AI-ready repos
CLAUDE.md, agent permissions, eval harness, MCP wiring. Your codebase becomes a first-class AI surface.
# Example: a focused MCP server exposes internal data to Claude
$ claude --mcp-server ./internal-mcp
> who owns the payments service and where are the docs?
✓ owner: payments-team@yourco
✓ docs: notion://payments-runbook
Mid-market teams, founders, and ops leaders.
If you have data, workflows, and people doing repetitive judgment work — there is leverage hiding in plain sight.
Common questions.
We already use ChatGPT — is this different?
How do you handle data privacy?
Will my team be able to maintain this?
Do you do RAG?
Want an honest read on AI in your business?
A 30-minute call. We’ll tell you what’s real, what’s noise, and where to start.