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HybridWF

Definition

What counts as an AI Employee

The category is worth something only if it excludes things. Nine properties, and a system missing several of them is an agent — a perfectly respectable thing to be.

An AI Employee is a persistent, role-bound software worker that autonomously executes recurring business responsibilities using organisational knowledge and authorised tools, within explicit policies and limits, maintaining traceable identity, measurable performance, escalation paths and human accountability.

Minimum test

The nine-property test

01

Persistent identity

Stable operational identity, role, history and per-company isolation.

02

Role contract

Mission, responsibilities, results, exclusions and service expectations.

03

Organisational context

Knowledge of policies, products, customers, people and relevant past decisions.

04

Tools and channels

Authorised access to CRM, ERP, email, calendar, tickets, databases, APIs and communication.

05

Autonomy

Can start or continue work without a human prompt at every step.

06

Limited authority

Permissions, approval thresholds, budgets, prohibited actions and escalation rules.

07

Governed memory

Relevant context across tasks and over time, with provenance, scope and retention.

08

Observability

Actions, tool calls, costs, decisions and results are traceable.

09

Human accountability

A human owner or manager is responsible for configuration, controls, performance and exceptions.

A system missing several of these properties may still be an excellent agent or automation. Calling it an AI Employee is then a commercial metaphor rather than a verifiable administrative category.

Vocabulary

The vocabulary ladder

Every rung below is useful. None of them needs to pretend to a maturity it does not have.

TermCore promiseTypical behaviourMain limit
ChatbotConversationAnswers questionsWaits for prompts or inputs
Copilot / assistantAugment the humanDrafts, summarises, suggestsThe human is still the operator
Automation / RPADeterministic executionRuns predefined flowsBrittle against unforeseen cases
AI agentGoal-directed actionReasons, uses tools, executesUsually centred on tasks or objectives
AI teammate / coworkerCollaborationShares context and executes workOrganisational semantics vary by vendor
AI EmployeeOwnership of a roleHolds recurring work under governanceThe category still has no standard — hence this document

Task ownership versus role ownership

The conceptual boundary is between task ownership and role ownership. An agent can execute “send these twenty follow-ups”. An AI Employee holding an SDR role must sustain the recurring process within defined limits: identify leads, research, contact, follow up, record, escalate and report performance.

Governing principle

There are no human posts and AI posts as a starting point. There is work that needs to be done. Then you decide which combination of human and artificial resources produces the best result at the right level of risk, responsibility and control.

The maturity model