Generative engine optimization: how to get cited by AI search
What generative engine optimization really is, what the research shows, and a step-by-step plan to get your pages cited by AI search.
Shopify product pages get on-brand descriptions written from each product's own data and saved straight back to Shopify.
Empty or thin Shopify product pages lose sales and search traffic. This edition writes on-brand descriptions from each product's own title, variants and existing copy, in a voice learned from reference examples you approve. Approved descriptions are written straight back to the mapped Shopify product fields, so there is no copying and pasting, and nothing goes live without your sign-off.

AI Product Description Engine for Shopify writes on-brand descriptions for your Shopify catalog, learning your voice from up to 20 reference examples you approve. It reads each product's title, variants and existing copy through a two-way Shopify connection, then writes approved descriptions back to the mapped product fields. Nothing is published without your approval.
Shopify makes it easy to add products and hard to keep the copy good. As ranges grow, descriptions get shorter, inconsistent or copied from suppliers, and shoppers and search engines notice. This edition fixes that at scale and writes approved copy straight into Shopify, so your team never copies and pastes again. The documented field mapping and written scope tell you exactly which fields are read, which are written and how samples are approved before you order.
The engine reads each product's title, variants and existing copy through a two-way Shopify connection. It drafts an on-brand description that replaces stock supplier text.
Approved descriptions are written back to the mapped Shopify product fields. Nothing is published without your approval, and the field mapping is documented so you know exactly what changes.
Variants are part of what the engine reads, so copy can mention real options such as sizes or finishes. Your voice comes from up to 20 reference examples you approve.
Your portal lists these the moment you order. Delivery starts the working day after everything is in and your access is checked.
| Option | Delivery time | Price |
|---|---|---|
| Standard | 20–30 working days | $2,900 |
| Express | 15–25 working days | $3,400 |
| Rush | 10–20 working days | $3,900 |
Before you start: Export your Shopify products and count those with supplier or missing copy. Note how long a new listing takes to go live.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
The build is one-time. Generating descriptions costs roughly $20 to $150 a month in AI model usage, billed to your own accounts and driven by how many products you run through it. Your Shopify plan is separate and unchanged.
AI usage during build and testing is billed to you directly as well.
Ask about running costsWriting to extra metafields or custom Shopify objects beyond the mapping, adding a fourth output format or a second language needs a written Change Quote. Add a checkout note and we send it to you. Larger or bespoke projects go through the Custom AI request form instead.
Request a custom versionMonthly maintenance for Shopify catalogs covers monitoring, fixes and a monthly allowance of change hours, enough to run a new collection through or retune the voice for a seasonal range. Bigger changes go through a Change Quote.
$249/mo (the minimum fee, includes 2 change hours)
Optional. Starts after the post-launch support period. Cancel any month.
How maintenance works| Do it yourself with a SaaS tool | Hire a custom agency | Upmark Labs | |
|---|---|---|---|
| Price | A description app charges per credit or per seat | A copywriter charges per product | Ours is one fixed price, shown before you buy |
| Getting copy into Shopify | Often copy-and-paste or a CSV import | Delivered as a document for you to upload | Ours writes approved copy to mapped Shopify fields |
| Voice | A preset tone setting | Learned over several drafts | Ours learns from up to 20 examples you pick |
| Delivery | Available today, prompted product by product | Set per project | Ours has a fixed delivery time shown before you buy, with faster options |
Only the fields agreed in the documented mapping, normally the product description plus up to two more output formats you choose. Titles, variants, product type and tags are read as source facts. Metafields or other custom Shopify objects are written only if named in that mapping; anything beyond it needs a Change Quote.
Not unless you include those products. You choose which collections or products go through the pipeline, and existing copy can serve as source material or reference instead. Nothing is written to Shopify in bulk until the 25 sample outputs are approved, so you see exactly what replaces what.
Yes, in new batches. Once the voice is approved, newly added Shopify products can go through the same pipeline, and monthly maintenance covers the hours for regular batches. Each batch follows the formats and fields fixed in the mapping, so new pages match the rest of the catalog.
A custom app in your Shopify admin with Admin API scopes for products, created by your store admin. Credentials are shared securely in the way we agree at intake, never by email. Your admin also joins a 30-minute call to confirm which fields are read and which are written.
Each delivery speed has one fixed price. The price panel shows standard, express and rush side by side before you pay, and the cart confirms your delivery date. All options include the Shopify field mapping, 25 approved samples, two rounds of changes and a recorded forty-five-minute handoff session. Running costs of roughly $20 to $150 a month are separate and paid to your own providers.
Roughly $20 to $150 a month in AI model usage, paid in your own accounts, depending on how many products you generate copy for. A month with a large new collection sits higher and a quiet month lower. Your Shopify subscription is billed separately and does not change.
Order AI Product Description Engine for Shopify and approved, on-brand descriptions land in your Shopify product fields, with every sample reviewed by you before full production.


Makes bulk edits to Shopify product tags, collections and metafields, following your rules.

Adapts your master catalog into listings for several marketplaces, such as Walmart, eBay, Etsy, TikTok Shop and Amazon.