Lead generation
Turn "help me find" into a sale
AI searches your catalog and recommends the right products with links to buy, in seconds.
More and more shopping starts with a question — find me boots like this, a gift for someone who loves coffee, a jacket for my trip — and the shop that answers with the right product wins the sale. This workflow lets an AI agent search your catalog by need, occasion, and budget and recommend matching products with links to buy, so a vague request becomes a checkout instead of a bounce.
How the AI product discovery workflow works
Shopper describes what they want
A customer asks for a product by need, occasion, or budget via chat or SMS.
AI searches your catalog
The agent matches the request against your live Shopify products and stock.
Best matches selected
The agent picks the products that genuinely fit what the shopper asked for.
Recommendations sent to buy
The shopper receives matching products with direct links to check out.
Tools in this workflow
Connect these tools in the Agentic Planner to run this workflow end to end.
Build this workflow
Open this exact workflow in the free Agentic Planner and adapt it to your business — no code required.
Industries this fits
Related use cases
AI review response automation
Reply to every review quickly and on-brand — without it eating your day
Answer "do you have it in stock" before they walk out
AI checks live inventory and confirms availability the moment a shopper asks — no hold music, no guessing.
Answer "where is my order?" instantly, every time
AI looks up the order and replies with live status and delivery ETA automatically.
Your customers are already asking AI
These are the kinds of prompts people now type into AI assistants instead of a search bar — the demand this workflow is built to capture.
“find black leather ankle boots under 150”
“recommend a birthday gift for a coffee lover”
“which shop near me sells organic baby clothes”
“find a waterproof jacket for hiking in my size”
Make this workflow available to your customers
Shoppers only buy what they can find — and the search now starts with an assistant, not your website. Make your catalog and this product finder available to AI, so when someone asks their assistant to find an item like yours, AI can point them to your products and send them straight to buy.
A workflow like this is a resource you own — and it's most valuable when customers can actually use it. AI can already mention businesses from the web, but Fugentic makes your workflow and services available to AI so it can put them to work for a customer, on your terms. Build it with the Agentic Service Connector and get found via the Agent Portal.
Frequently asked questions
Does it only recommend in-stock items?
Yes — the agent works from your live catalog, so it recommends products a shopper can actually buy right now.
Can it handle vague requests?
It asks a quick follow-up when needed to narrow things down, then recommends the closest matches.
Where does the shopper end up?
Straight on your product pages with links to buy, so discovery leads directly to checkout.