Enrichment is available on paid plans (Starter and Growth). Your Shopify store must be connected before you can apply changes. See Integrations.
Why it matters
AI assistants like ChatGPT and Gemini pull product data from your live store. Thin titles, missing metafields, and vague descriptions are the fastest path to not being recommended. Enrichment closes those gaps systematically, tracks whether the changes actually moved your visibility score, and lets you undo anything within 90 days.How it connects to the rest of Citd
Enrichment sits between Actions and your Shopify catalog. When the Actions queue surfaces a catalog or content recommendation, Citd generates an enrichment batch pre-loaded with AI proposals for that action. You can also open Enrichment directly from the Products page for any individual product.Proposal types
Each enrichment proposal targets one specific field. The proposal types Citd can generate are:
Each proposal also carries a risk level (low, medium, or high) so you can prioritize confident changes and take more care with higher-stakes edits.
Proposal statuses
The review workflow
1
Open Enrichment from Actions or Products
In the Actions queue, click Enrich on any catalog or content action. Citd creates a batch of proposals for that action. You can also start from a specific product on the Products page.
2
Review proposals
Each proposal shows you the current value, the AI-suggested replacement, the reasoning behind the change, and the risk level. Read both sides before deciding.
3
Approve or dismiss each proposal
Click Approve to queue a proposal for apply, or Dismiss to skip it. You can also bulk-approve or bulk-dismiss the whole batch.
4
Apply approved proposals to Shopify
Once you have reviewed the batch, click Apply. Citd writes each approved change to your Shopify store via the API. The proposal status moves from Approved to Applied.
5
Citd measures the impact
After changes are applied, Citd schedules a tracking run to compare your visibility metrics before and after. The impact result appears on each batch — look for the verdict and the before/after delta.
6
Undo if needed
Changed your mind? Click Undo on any applied change within 90 days. Citd writes the original value back to Shopify and marks the change as Rolled back. Undo is blocked if Shopify is disconnected or the write scope has been removed.
Batches
Proposals are grouped into batches. A batch represents one round of AI analysis tied to one or more actions. The Change history panel lists every batch you have applied, sorted by the most recent update. Click any batch to see its individual changes, their before/after values, and the impact result for the batch.Plan limits
Enrichment is available on Starter and Growth plans. Each billing period has a product-update limit based on your plan. If you hit the limit, apply will be blocked until the next billing period or you upgrade.The enrichment dashboard is labeled Change history in the UI. It shows all changes that have been applied to your store, so you always have a full audit trail.
Next steps
Actions
Find the highest-priority catalog and content fixes to feed into Enrichment.
Products
Inspect the exact products and readiness issues before generating proposals.
Analysis
Understand why your Readiness score is low before deciding what to enrich.
Integrations
Connect Shopify to enable apply and rollback.