Commerce OS guide
Recommendation Review
Review the decision, not just the proposed action
A recommendation brings evidence, interpretation and a possible next step together. Your review should test whether that chain is commercially sound, safe to execute and proportionate to the strength of the evidence.
Use the seven-question review
- What changed, and which source supports that observation?
- Which goal does the recommendation support?
- Is the affected product, audience and timeframe correct?
- What assumptions, unknowns or competing explanations remain?
- Which margin, inventory, brand, consent or Shopify boundary applies?
- Can the action be previewed, measured and reversed?
- Who has authority to approve this scope?
Choose an explicit outcome
- Approve when the action is ready inside the stated boundary.
- Edit when the direction is useful but scope or execution needs correction.
- Defer when a named dependency or evidence window must complete.
- Dismiss when the recommendation is irrelevant, unsafe or based on the wrong interpretation.
Feedback needs a reason
A short decision reason helps later briefings distinguish genuine learning from an untouched or expired suggestion.