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.
Product titles, descriptions and schema rewritten for search, so shoppers actually find the listings you already have.
Good products stay invisible when their titles and descriptions do not match what shoppers type into search. This build rewrites your existing product titles, descriptions and structured data around the terms real shoppers use, in your brand voice, and generates clean schema markup. Every change is approved by you before it reaches your store, so nothing goes live by surprise.

AI Product SEO rewrites your existing product titles, descriptions and structured data for search, targeting the terms real shoppers use and generating clean schema markup instead of leaving pages invisible to search engines. Output goes to the single destination you choose. Every change is reviewed before it reaches your store.
Organic search is one of the most valuable sources of buyers an online store has, because you do not pay for each click. But product pages written for internal use rarely rank. Rewriting hundreds of listings with search in mind is slow, specialist work. This build does it consistently, in your voice, without inventing claims. The written scope sets out what is rewritten, how changes are approved and where the output is delivered before you order.
AI Product SEO rewrites titles and descriptions around the terms real shoppers use. Pages can match the words people type rather than your internal product codes.
The engine generates clean schema markup for each product. Search engines get clear product details such as brand and availability, which can help pages appear with richer results.
Every change is reviewed before it reaches your store. Rewrites follow your brand profile and up to 20 reference examples, delivered to the one destination you choose.
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 | $1,900 |
| Express | 15–25 working days | $2,300 |
| Rush | 10–20 working days | $2,650 |
Before you start: Export Search Console clicks and impressions for your product pages. Note how many pages currently show structured data errors.
These are things to track, not promised results. Outcomes depend on your data, your team and your market.
The build price is one-time. Running the engine is billed to your own accounts, mostly AI model usage: typically $20 to $150 a month, depending on how many listings you rewrite in a given month.
AI usage during the build and test phase is billed the same way, so your AI provider relationship stays in your own name throughout.
Ask about running costsNeed a second destination, such as a Google Merchant feed alongside your store, beyond the Scope Card? Add a note at checkout and we return a written Change Quote before that work starts. Larger or bespoke projects go through the Custom AI request form instead.
Request a custom versionMonthly maintenance covers monitoring, fixes and a monthly allowance of change hours for things such as a fresh keyword pass or a new product batch. It starts once the 30 days of included support end and can be cancelled in any month.
$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 | An SEO plugin charges a monthly license for suggestions you still write yourself | An SEO agency quotes a retainer per month | Ours is one fixed price, shown before you buy |
| Scope | A plugin flags issues but leaves the rewriting to you | An agency agrees scope during the project | Ours is written on the Scope Card before purchase |
| Schema markup | Most plugins generate generic schema, not product-specific | An agency build depends on what was agreed | Ours writes structured data matched to each product |
| Delivery | A plugin installs in a day but the writing work remains | An agency retainer usually runs monthly, ongoing | Ours has a fixed delivery time shown before you buy, with faster options |
| Review step | Most plugins auto-apply suggestions with no sample stage | An agency build depends on what was agreed | Ours reviews 25 sample outputs with you before the full batch |
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. Running costs of roughly $20 to $150 a month are separate and paid to your own providers.
Typically $20 to $150 a month in AI model usage, depending on how many listings you rewrite in a given month. There is no separate platform fee from us. Optional monthly maintenance covers ongoing keyword or catalog changes. It also includes monitoring and fixes, starts once included support ends, and can be cancelled in any month.
No. 25 sample outputs are reviewed and approved by you before the full catalog runs, and you get two rounds of changes on top of that. Nothing goes live to your store or feed until the destination delivery you approved.
Yes. Structured data is part of the up to 3 output formats in this build, generated alongside the rewritten titles and descriptions, so search engines and shopping feeds get consistent, product-specific markup rather than a generic template copied across every page. It is reviewed in the same 25-sample batch as the copy.
Yes. You give us the product or topic list to start with during intake, and it can cover your existing catalog rather than only new additions. A catalog beyond what fits the review and delivery timeline is scoped with you before the build starts.
You can move to monthly maintenance, which covers monitoring, fixes, updates and a monthly allowance of change hours. It is optional, bills monthly and can be cancelled in any month. Without it, the pipeline keeps running; you simply lose included changes.
Yes. Every title, description and schema record delivered to your destination is yours outright, to edit, publish or reuse however you like, on this listing or any other. Nothing about ongoing use depends on us staying involved after the 30 days of support end.
Order AI Product SEO and your titles, descriptions and schema are rewritten for search and reviewed with you first, so the products you already stock get found by more shoppers.

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