Agentic colonization: retain authority when buying AI capability

A Canadian organisation buying an agent is buying more than generated text. Depending on its configuration, the system may choose sources, prioritise work, recommend an action and carry it out. The procurement decision therefore includes a decision about authority, even when the proposal describes only efficiency.

Adrian Dunkley uses agentic colonization for the risk of practical decision-making power shifting through dependence on externally controlled AI agents. This is his analytical framework, not a recognised legal classification or proof that a particular supplier has acted improperly. The historical analogy is limited: software dependence is not equivalent to colonial violence and dispossession.

For Canadian organisations, the useful question is whether the new capability remains accountable to the people and purposes it is meant to serve. Buying locally, hosting locally or paying for a premium account does not answer that question on its own.

Put decision rights beside the workflow

Map what the agent can observe, recommend and execute. Distinguish a research draft from a customer communication, and a suggested record change from an authorised change. Assign a human owner to each consequential boundary.

A fictional service team might permit an agent to summarise public product information while requiring approval for contract commitments or responses to a complaint. That is a practical starting point because the permissions follow the consequences. A general instruction to use good judgment leaves too much unspecified.

Ask how the team can inspect the action, stop further activity and recover from an error. Test those controls before broadening access. A governance statement without an operational pause and investigation route offers limited protection.

Language and representation are procurement concerns

An apparently neutral assistant can make choices about whose terminology, examples and assumptions appear normal. A Canadian deployment may need to serve different languages and communities. The organisation should define those needs with the people affected instead of assuming a general benchmark covers them.

For First Nations, Inuit or Métis knowledge and cultural material, do not presume that an organisation's access to a document grants authority for every proposed reuse. Identify the appropriate rights holders and governance requirements before supplying material. The relevant arrangements depend on the community and context.

Evaluate whether the system preserves meaning, flags uncertainty and reaches a human when its knowledge is insufficient. Local review is a continuing operating responsibility, not a decorative consultation after the technical decisions are complete.

Creative value should have an explicit return

Dunkley's documented concept of Extracted Intelligence asks who benefits when knowledge becomes commercial input. Apply that question to the organisation's research, templates, staff corrections and creative work. What rights are granted, what capability returns, and what remains usable when the agreement ends?

Separate ownership from licence, training from retention, and portability from a promise that data can be downloaded. Ask whether another authorised team can use the export without the supplier's interface. Preserve sources, permissions and correction history alongside the final outputs.

A subscription can be a fair and useful arrangement. The warning sign is an exchange whose material terms are unclear or whose exit requires rebuilding knowledge the organisation supplied in the first place. Review important commitments with appropriate professional advisers.

Control persuasive uses deliberately

An agent preparing a sales message or policy briefing can choose what to emphasise and what to omit. A personalised explanation may help a reader understand; it can also become a route for inappropriate pressure. Define acceptable use before connecting the agent to detailed customer or employee information.

Require evidence for claims, disclose commercial relationships where relevant and prohibit invented testimonials. Keep private disclosures restricted to their authorised purpose. A system should not acquire permission to influence someone simply because it has access to information about them.

This is a risk-based argument. It does not establish that a provider is conducting mass manipulation or that Canadian culture has been diluted by a particular product. Those claims require evidence beyond a persuasive example or an inaccurate output.

A ten-case boardroom test

The following is an editorial exercise instead of a regulatory compliance assessment.

1. Choose one proposed workflow and name the person accountable for its outcome.
2. Prepare ten fictional cases, including uncertainty, a request outside authority and a case requiring escalation.
3. Record the expected permission boundary before running the cases.
4. Within 14 days, review outputs, attempted actions, sources and the time needed for correction.
5. Rehearse a pause, a corrected answer and a usable export. Record who performed each step.

Report failures by type instead of hiding them inside a single success rate. Ten cases cannot establish broad safety or fairness. They can reveal whether the organisation understands what it is purchasing and where more evaluation is necessary.

Risks and limits

Clients may receive unsupported advice, employees may inherit correction work and contributors may lose visibility into how their knowledge is used. Narrow permissions, representative evaluation, clear agreements and tested continuity reduce those risks. The controls carry costs, and smaller organisations may need to limit scope. No single hosting choice guarantees independence. The objective is a system whose authority can be explained and challenged by the organisation responsible for it.

Questions for procurement teams

Does data residency settle sovereignty?

No. Also examine administrative access, operating dependencies, contractual rights, model changes and the ability to continue elsewhere. Residency can be important, but the location of storage does not by itself determine who can make or reverse a consequential decision.

Is this a Canadian legal compliance checklist?

No. It is an operational discussion. Applicable obligations depend on the organisation, sector, jurisdiction, information and use. Treat legal and regulatory review as a separate workstream, using current authoritative sources and qualified advice where the consequences warrant it.

What should trigger another evaluation?

Material changes to the model, connected data, permissions, audience or purpose should prompt review. Record the original approved scope so a change is visible. An agent performing a new task should not inherit approval merely because the supplier name is unchanged.

What belongs in a board update?

Explain the human problem, delegated authority, observed limitations, controls, accountable owner and remaining decision. Include corrected failures and the result of an exit rehearsal. Avoid replacing those facts with a count of automated tasks or a general promise of transformation.