Done for you · LLM product strategy
LLM Product Strategy: Help ChatGPT, Gemini, and Perplexity recommend your Shopify products
AI assistants answer buying questions from what your product pages say. Product Uploads plans and writes the product content they need to describe your products well.
Free, custom quote for every job. We reply within one business day, often the same day.
Not sure yet? Send us a sample of your product data and we will show you.
- Built from the questions shoppers ask AI assistants about your products
- Product pages, collections, and FAQs updated in your Shopify store
- A done-for-you service: our team plans the content and makes the changes
Product content planExample
Cast Iron Skillet, 26 cm
- Shopper asks
- Which skillet works on induction?
- Page must say
- Induction, gas, oven, and campfire safe
- Comparison
- 26 cm vs 30 cm: who each size suits
- Care
- Seasoning and cleaning, in two steps
- FAQ added
- Is it pre-seasoned? Yes, with oil
Example plan for one product. Questions shoppers ask, matched to facts the page states.
- 22+years of experience in retail, wholesale and e-commerce
- 100K+products managed
- WorldwideAn Australian business serving Shopify stores worldwide
- Freequote, custom to every job
At a glance
LLM product strategy for Shopify, at a glance
An LLM product strategy decides what your product pages must say so AI assistants such as ChatGPT, Gemini, and Perplexity can describe and recommend your products accurately. Product Uploads researches the questions, plans the content, and updates your Shopify product pages.
Updated
- What
- A product content plan for how AI assistants such as ChatGPT, Gemini, and Perplexity understand and recommend your Shopify products, then the product pages updated to match.
- Who
- Product Uploads, an Australian business based in Wentworth Point, NSW.
- Price
- A free, custom quote for every job. Pricing is flexible and depends on the size of your business: smaller stores often pay per product, and larger stores can move to a monthly retainer for an unlimited number of products.
- How to start
- Send the quote form on this page, or email hello@productuploads.com.
All facts (6 more)
- Where
- Shopify stores worldwide.
- Timeline
- Setup usually takes up to two days, starting with a meeting to agree your rules. Typically 50 to 200 products a day, depending on how much each product needs. We work to your deadline and can hold products until your launch date.
- Reply time
- We reply within one business day, often the same day.
- Store access
- You add our team to your store by email, with permission to manage products, collections, and product data only. We never need your owner password or full store access.
- Good fit for
- Stores whose products need explaining: sizing, compatibility, materials, or how one option compares with another.
- How it differs
- Agentic shopping fixes the product data AI channels receive; this service plans the content that answers shoppers' questions.
The problem, and the fix
Why AI assistants describe products poorly, and how we fix it
AI assistants can only repeat what your pages and product data state clearly. When a page leaves out the facts shoppers ask about, the assistant fills the gap with another store's product. We plan and add those facts.
- 01
Product pages list features but never answer the shopper's question
How we fix it:We map the questions shoppers ask about each product type and make sure each page answers them in plain sentences.
- 02
Similar products have no clear difference
How we fix it:We add short comparisons that say who each size, model, or material suits.
- 03
Facts conflict between the title, description, and options
How we fix it:We make names, sizes, and attributes consistent across the product and its variants.
- 04
Collections are lists with no explanation
How we fix it:We write collection descriptions that help an assistant understand the range and when to suggest it.
What we handle
What our LLM product strategy includes
A plan for your catalog, then the product content written and entered in Shopify for you.
Question research
- Questions shoppers ask AI assistants about your product types
- Prompts that compare your products with alternatives
- Facts each answer needs
Product content plan
- Facts, use cases, and comparisons per product
- Priority products agreed with you
- Naming and attribute rules for the catalog
Pages updated in Shopify
- Product descriptions with the planned facts
- Product FAQs
- Collection descriptions
- Consistent options and attributes
Checks
- How assistants describe your products, reviewed with you
- Plan updated as your range changes
Need something that isn't listed? Tell us which fields your store uses, and we'll include them in your quote.
Get a free quoteExample
Example: from shopper prompts to product content
Here is how a few common prompts turn into facts a product page must state. The product and prompts are illustrative.
| Shopper's prompt | What the page needs to say |
|---|---|
| Does this skillet work on induction? | Cooktops it works on, in the first paragraph |
| 26 cm or 30 cm skillet for two people? | A short size comparison with servings |
| How do I clean a cast iron skillet? | Care steps in a product FAQ |
| Is it pre-seasoned? | A one-line answer in the FAQ |
AI assistants can only repeat facts that are stated. Each row becomes a sentence on the product page, written in your brand voice.
Send us a sample of your product data, and we'll quote the job.
Get a free quoteHow it works
How our LLM product strategy works
You tell us about your products and customers. We reply with a free, custom quote, then deliver the strategy in the same four steps.
- 1
Obtain content
We gather descriptions, images, and specifications from you and your suppliers. We can hold publishing until a launch date you set.
We gather your product data, brand voice, and customer questions.
- 2
Correct content
We fix inaccuracies and inconsistencies, and standardize names, sizes, and formats to your store's conventions.
We plan the facts, comparisons, and answers each product needs.
- 3
Review content
We check everything for accuracy, clarity, and searchability before it goes live.
Every page is checked for accuracy against your product data.
- 4
Upload and publish
We upload and publish to your store, formatted and ready for customers, with progress updates along the way.
We update your product pages and collections in Shopify.
FAQ
LLM product strategy: questions and answers
What is LLM optimization for a Shopify store?
LLM optimization is making your store's content clear to large language models, the AI behind assistants such as ChatGPT, Gemini, and Perplexity, to understand, describe, and recommend. For products, that means pages that state the facts shoppers ask about, clearly and consistently.
How do I get ChatGPT to recommend my products?
No store can control what ChatGPT recommends. What you can control is your product content: pages that answer shoppers' questions, consistent names and attributes, and complete product data. On Shopify, agentic storefronts also share your products with AI channels (Shopify Help Center).
How is an LLM product strategy different from SEO?
SEO targets the keywords people type into search engines. An LLM product strategy targets the longer questions people ask AI assistants, such as comparisons and fit questions, and makes sure your product pages answer them. The two work together.
Do you change my products, or only give advice?
Both. We deliver the plan, then update your product descriptions, FAQs, collections, and attributes in your Shopify store, to your rules.
How much does an LLM product strategy cost?
Every job gets a free, custom quote. Pricing is flexible and depends on the size of your business: smaller stores often pay per product, and larger stores can move to a monthly retainer for an unlimited number of products.
Can you promise AI assistants will recommend my products?
No. Each assistant decides what to recommend. We make sure your product pages state the facts and answers shoppers look for, which gives assistants accurate information to work with.
Do you need my Shopify password?
No. You add our team to your store by email, with permission to manage products, collections, and product data only. We never need your owner password or full store access.
Services
Related Shopify services
LLM product strategy pairs well with these services. Ask for any of them in the same quote.
Agentic Shopping
For the product data Shopify shares with AI shopping channels.
About our Agentic Shopping serviceGenerative Engine Optimization
For store pages that AI answers can quote and cite.
About our Generative Engine Optimization serviceSEO Product Descriptions
For unique, keyword-researched descriptions across your catalog.
About our SEO Product Descriptions service
Guides
Guides to product content for AI search
Free guides from our team.
Complete Shopify SEO Guide – June 2025
A broad Shopify SEO guide covering page titles, meta descriptions, headings, image alt text, site speed, and links.
Free quote
Get a free quote for an LLM product strategy
Tell us what you sell, roughly how many products, and which products matter most. We reply within one business day, often the same day.
What to include
- What you sell and roughly how many products
- Where your product data lives now: supplier spreadsheets, PDFs, a website, or an image folder
- Which fields you need filled
- Any deadline or launch date
What happens next
- We reply within one business day, often the same day.
- Setup usually takes up to two days, starting with a meeting to agree your rules.
- We never need your owner password or full store access.
Prefer email? Write to hello@productuploads.com.
Who you'll be dealing with
Product Uploads, an Australian business based in Wentworth Point, NSW. Product Uploads is a trading name of Content & Messaging Management Pty Ltd, ABN 19 678 330 339.
22+ years of experience in retail, wholesale and e-commerce · 100K+ products managed