Work moves through explicit states.

1. Upload
2. →Map
3. →Validate
4. →Commit

CSV or XLSX source material moves through mapped fields and row-level checks before commit creates structured products, variants, and assets.

Guardrail: Validation errors stay visible; commit is a separate user action.

1. Run
2. →Suggest
3. →Review
4. →Approve

AI drafts structured product content with a confidence signal. Reviewers accept, edit, or reject each value before approval.

Guardrail: Your team approves everything that becomes catalog truth.

1. Inspect
2. →Prioritize
3. →Resolve
4. →Recheck

Product page (PDP) and asset issues sit beside channel requirements so teams can resolve blockers without confusing quality with AI confidence.

Guardrail: A high-confidence suggestion does not make a product channel-ready.

1. Sync
2. →Stage
3. →Approve
4. →Export or queue

Source sync previews differences for review. Approved rows can feed exports or publish updates back to your store with per-item results.

Guardrail: Prepared, approved, exported, and confirmed remain distinct.

1. Select
2. →Generate
3. →Review
4. →Prepare

Visual discovery, similar-product ranking, outfit relationships, Shop-the-Look sets, and styling briefs support authenticated exploration and review.

Guardrail: Merchandising review stays separate from customer publication.