You know the prompt. You know the competitor ranking above you. This playbook shows you how to close the gap — using the Shopify Catalog to understand exactly what's working for them, and the Agentic Product Listing (APL) flow to build a listing that competes directly.
Goal: Your store moves into the top 10 results for your target prompt in the Shopify Catalog.
Time to complete: 20–30 minutes per product.
Features used: Shopify Catalog · My Store → Agentic Product Listing (APL)
Step 1: Run the Target Prompt and Assess the Competition
Shopify Catalog — Search bar where you enter a natural-language prompt to run against the catalog
Start by seeing the competitive landscape exactly as an AI agent sees it. You need to understand why the competitor is ranking above you before you can beat them.
Go to Shopify Catalog.
Type your target prompt into the search bar — use the exact natural language a shopper would send to ChatGPT or Gemini (e.g., "best waterproof hiking boots for wide feet").
Click Run.
Find your product in the results. If it's not in the top 10, note the gap — you're looking for products ranked #1–3 that you want to displace.
Use the Brand filter on the left to isolate your specific competitor and see only their products in the results grid.
Step 2: Understand What's Working for the Competitor
Shopify Catalog — How Agents Choose overlay showing the listing attributes that drove a competitor's ranking
The Shopify Catalog gives you a direct read on why a competitor is winning this prompt. Use it.
Hover over their top-ranking product card to open the How Agents Choose overlay. This shows the specific listing attributes the agent weighted in its ranking decision — the highlighted unique selling point and the top features that pushed that listing into position.
Click the card to open the full Product Detail Panel. Review:
Unique Selling Point — the lead attribute the agent surfaces in its recommendation
Top Features — structured feature bullets the agent uses for attribute matching
Attributes (ML-Inferred) — additional attributes AgentIQ has inferred from their listing beyond what they explicitly provided
Description — how they've structured their copy relative to the prompt context
Media alt text — what visual signals they've encoded into their images
Switch to the Competitor tab at the top of the page, select their brand from the dropdown, and confirm how many of their products are ranking — and at what positions — for this prompt.
You now have a clear picture of what structured data is driving their position. Your job in the next step is to build a listing that addresses the same intent with stronger or equally strong signals.
Step 3: Generate a Competing Agentic Product Listing
The APL flow uses the competitor data you just reviewed automatically. When you select a specific prompt and run it, AgentIQ searches the Shopify Catalog, studies the top-ranked competitor listings for that prompt and uses what it learns to generate an Agentic Product Listing designed to rank for the same query.
Go to My Store and find the product you want to rank in the Product Optimization Opportunities table.
Click Create APL (or View APL → Edit prompts if one already exists).
Select your target prompt as one of the three prompts — add it manually if it isn't in your library. Using the exact prompt you tested in Step 1 ensures the generated listing is optimized for that specific query context.
Add one or two additional related prompts if relevant — this prevents the listing from becoming too narrowly optimized for a single phrasing.
Click Run agentic listing. AgentIQ pulls in the competitor data automatically and generates a more competitive Agentic Product Listing. The final re-index step can take a few minutes — click Run in background if you don't want to wait.
On the review page, check the generated Unique Selling Point, Agentic Title, Agentic Description and Top Features — and the Top competitors surfaced panel showing exactly which listings were studied. Edit any field inline if needed.
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: You don't need to manually copy what the competitor is doing. The APL flow reads their listing data as part of the generation process. Your job is to review the output and make sure it's accurate for your product. Editing the APL does not affect your human-facing product page.
Step 4: Verify Your New Ranking
Shopify Catalog — My Catalog tab showing "Perfect fit" and "Unlikely" alignment tags per product
Wait 24–48 hours after applying the generated listing changes.
Return to Shopify Catalog and re-run your target prompt.
Look for the green "Listed in Top 10" banner above the results. Check your exact position.
If you're ranking but still below the competitor, switch to the My Catalog tab in the results view. Check whether your product shows a "Perfect fit" or "Unlikely" alignment tag for the prompt. An "Unlikely" tag means the listing still has structural gaps — click AI Audit on the card to go directly to the listing and resolve them.
📌 Tip: Run this process on two or three prompts that matter to you, not just one. Agents evaluate listings holistically — a product optimized for a range of related intents will consistently outperform one tuned narrowly for a single query.
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