THE USEFUL DISTINCTION

Choose a frequent, well-understood task with a clear owner. Give the agent the context and tools it needs, then evaluate the whole workflow with the people who use it.

Start with the work your team knows well.

A first agent works best when the responsibility is concrete. Preparing an invoice for approval, drafting an onboarding checklist, or summarising a project update gives everyone a shared picture of the job. A broad instruction to run the business does not.

Map the current process with the person who owns it. Record the inputs, systems, decisions, exceptions, and final output. Some steps will suit ordinary automation; others may need a model to interpret a document or prepare a draft.

  • Choose a task that happens often enough to learn from.
  • Identify the person responsible for the outcome.
  • Start with accessible, approved data and a bounded set of tools.

Give the agent useful context and a defined toolkit.

An admin agent might need an authorised inbox, a calendar, and a CRM lookup. An HR agent might need current policy documents and a way to prepare an access request. Each integration should have a reason to exist and permissions that match that reason.

The platform follows those needs. Make, n8n, Zapier, or Power Automate can coordinate supported business processes. Copilot Studio can suit a Microsoft-based agent, while a custom framework can support more specialised state and tool orchestration. Confirm connectors, licences, and hosting requirements before choosing.

Make review a useful part of the workflow.

A review step should show the proposed action, the evidence behind it, and anything uncertain. For an accounts agent, that might mean the draft entry, the source invoice, and a highlighted purchase-order mismatch. The reviewer should not need to reconstruct the whole task.

Define which actions need approval and what happens when a system is unavailable or a request falls outside scope. Payments, employment decisions, external commitments, and production changes need appropriate human ownership and application-level controls.

Run a small pilot and improve the whole process.

Test ordinary cases and meaningful exceptions before using the agent in a live workflow. Compare draft quality, time spent reviewing, completion rates, and operating cost with the current process. Include missing information, duplicates, and failed integrations in the evaluation.

A useful pilot ends with an operating plan: who maintains the sources, who handles failures, who can change permissions, and how feedback reaches the implementation team. Expand the agent’s responsibility when the evidence and the people operating it support that next step.

AIMS / PRACTICAL INTELLIGENCEMore field notes