Conversational operations
RalphiIA can take a natural-language request and connect it to the right workflow: quote, document, client lookup, reminder, agent task, technical note or operational handoff.
Ecosystem Brain
RalphiIA interacts with people, agents, documents, clients, quotes, WhatsApp, email, memory, MCP tools, local servers and cloud models. It is the living interface between human intent and governed action.

RalphiIA can take a natural-language request and connect it to the right workflow: quote, document, client lookup, reminder, agent task, technical note or operational handoff.
It supports client lookup, quote draft creation, generated introductions, rendered documents, PDF output, WhatsApp/email delivery, ticket tracking and inbound customer responses.
It keeps live coordination state, open messages, task status, evidence requirements and runbooks so different AI workers do not drift apart.
RalphiIA uses operational memory to remember clients, service history, documents, decisions, tasks and the current state of the ecosystem.
Customer-facing, financial, security-sensitive and production actions can require approval instead of silent automation.
Through MCP, RalphiIA links ChatGPT, Codex, Cursor, Open WebUI, local services, MongoDB and the two local compute nodes.
Architecture Diagram
Operators ask, approve and supervise.
Persistent operational intelligence.
Memory, agents, models, tools, tasks, guards and devices.
Local-first when control matters; cloud when capability matters.
Quotes, workforce, field service, security, documents and evidence.