Agents that ship work.
Not chatbots. Workflow engines that classify the ticket, route the work, draft the response, and close the loop. Embedded into the systems your team already runs.
Not chatbots. Workflow engines that close the loop between insight and action.
Custom agents, RAG pipelines, document intelligence, classification and routing — embedded into the ERP, the CRM, the helpdesk. Agents read the data, take the action, and surface the result back to the operator who needs it.
Agents that take action
Read the ticket. Classify the bucket. Route to the right operator. Draft the response. Close the loop.
RAG pipelines, your data
Your SOPs, your knowledge base, your historical tickets. Indexed, retrievable, never trained on by anyone else.
Document intelligence
POs, invoices, packing slips, contracts. Parsed, classified, structured into the system of record.
MCP-native by default
Connect Claude, Cursor, Goose, ChatGPT — any MCP client — to your operating data. Open standards, no lock-in.
The stack beneath the agents.
No proprietary black box. Open standards at the integration layer, your systems as the source of truth, and one operating model holding it together — so you keep optionality as the AI landscape shifts.
Your systems
ERP, CRM, helpdesk, documents, calls. The source of truth stays where it lives — agents embed into it, never beside it.
MCP integration layer
Claude, Goose, Cursor — any MCP client — connected to your operating data through open standards. Swap models without rebuilding. No lock-in, by design.
Incipient OS
Humans and agents on one queue. Every automation observable, measurable, and calibrated to your operators — with a person accountable for every loop.
One automation at a time, until it compounds.
You don’t start by designing the operating system. You start with the lever that gets a team five hours back a week — then the next one. Each agent runs the same loop, and the loop is the engagement model.
Deploy
Live in week one against a named workflow and a measurable lever.
Calibrate
Tuned to your operators — role-based access, guardrails, escalation paths.
Integrate
Hybrid by design — agents alongside your team on the same queue, connected, not replaced.
Scale
Autonomy as earned. As one agent matures, the flywheel turns for the next.
Impact-sized · scoped per loop · no long contracts for no reason