Agent Types &
Brand Mapping.
What Is an AI Agent?
An AI Agent is not a person. It is not a chatbot. It is not magic.
+ LLM Model (inference engine)
+ Agent Harness (agent loop + guardrails + system prompt + core tools)
+ Tooling Layer (skills, plugins, MCP servers)
Remove any one of these components and what remains is not an agent — it is a language model generating text in a vacuum. This definition matters because the industry has stretched "AI Agent" to cover everything from a ChatGPT wrapper to a full production system. We do not.
Engineering Types — What It Is
Task Agent
Bounded, one-function agent. Executes a defined sequence with tool access and human milestone check-ins.
Example: A Collections Desk automaton that chases overdue invoices — one workflow, clear exit criteria.
Process Agent
Spans an end-to-end business process (e.g. procure-to-pay). Maintains state across steps and hands off between sub-agents.
Example: A Procurement Desk that handles vendor selection → PO creation → delivery tracking → invoice matching.
Orchestration Agent
Coordinates other agents. Delegates subtasks, aggregates results, routes edge cases. Does not execute tasks directly.
Example: A Directorate automaton that monitors Bureau Desks, escalates exceptions, and reports to the human team lead.
Knowledge Agent
Specialized in retrieval, synthesis, and explanation from a defined knowledge base. Read-only by default.
Example: An agent that answers employee policy questions from a company handbook — it knows, it doesn't act.
Monitor Agent
Observes systems, data, or processes and alerts on anomalies. Read-only by design.
Example: An agent that watches transaction volumes and flags unusual patterns before they become problems.
Commercial Brand — What Customers Buy
We market agents under the Automata (Ax) brand — workshop and industrial terminology that is precise, non-anthropomorphic, and honest about what the technology delivers.
| Brand Category | Engineering Equivalent | What It Does |
|---|---|---|
| Directorate | Orchestration Agent | Strategic coordination. Sets direction, monitors operations, reports. |
| Bureau | Task Agent / Process Agent | Back-office operations umbrella. Contains specific Desks. |
| ├── Collections Desk | Task Agent (invoicing) | Payment chasing, reconciliation, reminders. |
| ├── Schedule Desk | Task Agent (scheduling) | Appointment booking, calendar management. |
| ├── Procurement Desk | Process Agent (procure-to-pay) | Vendor selection, PO creation, delivery tracking. |
| └── Resolution Desk | Task Agent (support) | Customer inquiries, escalation, resolution. |
| Laboratory | Environment (not an agent type) | Research, training, validation before deployment. |
| Factory | Environment (not an agent type) | Build and deploy pipelines. |
| Assembly | Orchestration Agent (multi-agent) | Coordinate multiple Automata across end-to-end workflows. |
Delivery Form — How It's Packaged
| Offering | Engineering Basis | Who It's For |
|---|---|---|
| Single Desk Automata | One Task Agent, one workflow | SMEs with a single pain point |
| Multi-Desk Automata | 2–3 Task/Process Agents, shared Bureau | Growing businesses, 2-3 workflows |
| Full Assembly | Multiple agents + Orchestration Agent | Enterprise, multi-process automation |
| Hermes Agent (Ha) | Full agent stack, self-hosted | Organizations running their own agent infrastructure |
Why We Don't Say "Digital Employee"
We do not use "Digital Employee," "AI Colleague," or "Digital Staff." These terms are imprecise and, per the BCG Henderson Institute, actively harmful — they reduce human accountability, lower review quality, and over-promise what the technology delivers.
Instead, we use:
- Workshop language (Bureau, Desk, Factory, Assembly) — implies machines and process, not people
- Capability-prefixed engineering types (Task Agent, Process Agent, Orchestration Agent) — says what it does, not what it pretends to be
- Element symbols (Ax for Automata) — fits the Periodic Table of Elements brand without collision
When you see "Automata" on this site, read: an AI Agent built on open infrastructure, self-hosted in Jamaica, with a defined task scope and human verification gates.