Insights

Decision guide

How to choose a responsible first AI workflow

The best first workflow is rarely the most impressive demonstration. It is the work that can produce useful evidence while remaining governable.

Use six screens

Score candidate workflows against the same criteria. A workflow that fails one screen may need redesign before it is ready. A workflow that fails several screens is probably not an appropriate first implementation.

01

Useful

The workflow addresses a real operating problem with a visible cost, delay, burden, or service consequence.

02

Bounded

The beginning, end, owner, inputs, outputs, and exceptions can be clearly described.

03

Governable

Information use, human review, authority, escalation, and documentation can be controlled.

04

Measurable

The institution can establish a baseline and evaluate time, quality, adoption, risk, or service improvement.

05

Recoverable

Errors can be detected and corrected without creating unacceptable harm or irreversible consequences.

06

Adoptable

The people doing the work are available to shape, test, learn, and take ownership of the process.

Avoid these first-workflow traps

  • A high-stakes decision where an error could materially affect a person’s rights, access, employment, finances, or safety.
  • A process that depends on information the institution is not permitted or prepared to place in the selected system.
  • A workflow with no accountable owner, no baseline, or no staff capacity to participate.
  • A project selected because a vendor demonstrated a tool rather than because leadership defined a problem.
  • An implementation that cannot be paused, reversed, or handed back to a reliable human process.

Sources and further reading

This practical resource is informed by Canadian public guidance and recognized risk-management frameworks. Organizations should obtain appropriate legal, privacy, security, and sector-specific advice for their circumstances.