Seasonal campaigns drive traffic. But AI agents don't update their rankings the moment you push live. They need time to ingest and surface updated listing data. If you start your agentic optimization on launch day, you're already behind. This playbook shows you how to get agent-ready at least two weeks before your campaign goes live.
Goal: Your products surface in the top 10 for seasonal prompts in the Shopify Catalog before the campaign launch date.
Time to complete: 60–90 minutes of setup; repeat for each major campaign.
Features used: Prompt Libraries · My Store → Agentic Product Listing (APL) · Generate FAQs · Shopify Catalog
Step 1: Build a Campaign-Specific Prompt Library
Prompt Libraries — the Add sources step, with three routes plus the keyword volume option and country selector
Seasonal prompts use different language than evergreen prompts. Shoppers asking "best gifts for Valentine's Day" are behaving differently from shoppers asking "best skincare moisturizer", and the listings that win those prompts need to reflect that context. A campaign-specific library surfaces that seasonal language.
Go to Prompt Libraries and click + New library.
Name it after the campaign (for example, "Valentine's Day 2026", "Summer Skincare Launch", "Back to School").
Write a description that frames the seasonal context: who is shopping, what they're trying to accomplish, and what kind of gift or seasonal need is driving the search.
Add sources. You have three routes and can combine them:
Discover subreddits: click Discover and filter for communities that discuss this seasonal topic (gift guides, holiday planning, seasonal routines).
Add manually: paste a subreddit or website URL, or upload a CSV. If you have seasonal search queries from Google Search Console from a previous year, uploading them is the most efficient source for an established campaign.
Select existing sources: if you ran this campaign last year, reuse the sources from that library. Nothing gets re-crawled, which makes recurring annual campaigns much faster to set up.
Set the country selector to the market this campaign is aimed at. This matters more here than in most playbooks: seasonal demand differs sharply between markets, and a Valentine's or Back to School library built against the wrong country will surface the wrong prompts. Leave it on Auto to follow wherever your store ships.
Leave Optimize with keyword volume checked, then click Generate Library and let it run in the background.
📌 On reading Volume for seasonal prompts: Volume is a monthly estimate, so a seasonal prompt looked at outside its season will read lighter than it does at peak. Don't discard a clearly relevant seasonal prompt because its Volume looks modest in the off-season. Use Volume to compare prompts within the campaign, and let seasonal relevance decide whether a prompt belongs in the library at all.
Step 2: Create Agentic Product Listings for All Campaign Products
Do this at least two weeks before launch. Agents need time to index and surface updated listing data, and last-minute APLs rarely have full impact by the time the campaign goes live.
Once the library is Ready, go to My Store.
Find the first campaign product in the Product Optimization Opportunities table and click Create APL (or View APL → Edit prompts if one already exists).
Select three prompts from your campaign library. At least one should use explicit seasonal language (for example, "best gift for Valentine's Day under $50") and at least one should be a high-intent evergreen equivalent (for example, "best gift for partner who loves skincare"). Where you have several candidates for the same slot, take the higher Opportunity score.
Click Run agentic listing. Review the generated fields and edit inline if needed. The run takes a few minutes, so click Run in background and move on to the next product.
Repeat for every product in the campaign. The more campaign products you cover, the more positions you can hold in seasonal prompt results.
One-time setup: AI agents only see your APLs after the AgentIQ fields are mapped into your Shopify Catalog. If you haven't done this yet, follow Mapping Agentic Product Listings to Your Shopify Catalog.
📌 Note: If a product already has an APL from a previous campaign, run a new one with the current season's prompts. Seasonal language matters, and an APL optimized for last year's Christmas prompts won't perform as well for this year's.
Step 3: Update Your FAQs with Seasonal Context
Shoppers asking seasonal questions often have campaign-specific follow-ups: gift wrapping availability, delivery deadlines, limited edition restocks. If your FAQ layer doesn't have those answers, agents will either guess or defer, and both outcomes reduce conversion.
Go to Generate FAQs in the left navigation.
Review your existing FAQ set. Check whether it covers the campaign-specific questions you expect: delivery deadlines, gift options, returns policies during the season, or any limited edition details.
If your FAQ source is a help center URL (Gorgias or Zendesk, for example), update the source page first, then click + Add FAQ → Generate to re-extract the updated content. Only Q&A pairs explicitly present in the source are extracted.
If your source is a CSV, add the new campaign Q&A pairs to the file and re-import via the CSV tab (Question and Answer columns, up to 100 rows per import).
When importing, choose Append to add the seasonal FAQs alongside your existing entries, or Replace for a full refresh (existing entries are archived, not deleted). Imported FAQs are immediately active for AI agents. If you make manual edits afterwards, click Sync to push them to the Shopify Knowledge Base.
Step 4: Verify Your Products Are Surfacing Before Launch
Shopify Catalog — run your seasonal prompts to verify ranking before the campaign goes live
The day before launch, do a final check. This is not about perfection. It's about catching any major gaps before you put media spend behind the campaign.
Go to Shopify Catalog.
Run your three to five most important seasonal prompts.
Check whether your campaign products appear in the top 10. If they do, you're ready.
If a key product isn't surfacing, switch to the My Catalog tab and check its alignment tag. An "Unlikely" tag means structural gaps remain, so click AI Audit to see exactly what's still missing.
After the campaign ends, reopen the library. The Ranking column tells you which seasonal prompts you actually won, which is the shortlist worth reusing next year.
📌 Note: The agents don't pause for your campaign launch. They're recommending products based on the data layer they have right now. The merchants who win seasonal peaks are the ones who built their agentic foundation before the season started, not during it.
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