Product Page Optimization

Your product pages look great to humans.
AI can't read them.

Q: What do I get for $97?

Four ready-to-paste files for one product page: a voice-driven description (150-400 words), a specs comparison table in HTML, an FAQ accordion in HTML with 3-4 questions, and enriched JSON-LD schema (Product + FAQPage + BreadcrumbList). All validated at Google's Rich Results Test before delivery. Includes platform-specific paste instructions and one round of revision.

Q: Which platforms do you support?

The optimization files work on Squarespace, Shopify, Wix, and WordPress. The output is standard HTML and JSON-LD that can be pasted into any platform's product page editor. The Full Implementation tier ($997) includes hands-on implementation in your CMS.

Q: How long does it take?

You fill out a 5-minute intake form per product. Your files are delivered within 24-48 hours. Pasting the files into your product page takes about 10 minutes. For the Catalog and Full Implementation tiers, the timeline depends on how many products you submit, but most 10-product batches are delivered within one week.

Q: What research are the benchmarks based on?

Every element of the 4-layer optimization is calibrated to findings from AirOps research analyzing 16,851 queries and 353,799 pages across ChatGPT's full retrieval pipeline. Key benchmarks include: product pages with tables earn a 13-point citation advantage, FAQPage schema earns a 45.6% citation rate, and pages with JSON-LD structured data earn a 6.5-point independent citation advantage.

Q: What's the difference between Catalog and Full Implementation?

The Catalog Package ($497) gives you the optimized files and instructions for up to 10 products — you paste them into your own CMS. Full Implementation ($997) includes everything in the Catalog Package plus Andrea logs into your CMS, implements all changes, validates each page at Rich Results Test, and requests Google Search Console indexing. You also get a 30-day follow-up check on indexing status.

I'll transform your product listings into 4-layer pages that AI can discover, read, and cite — with validated structured data, comparison tables, and FAQ sections built on real citation research.

58%

of pages are never cited by AI

+13pp

citation lift for product pages with tables

45.6%

citation rate for FAQPage schema

Single Product

One product page, fully optimized with 4 layers and validated schema.

$97

per product · one-time

✓ Voice-driven description (150-400 words)
✓ Specs comparison table (HTML)
✓ FAQ accordion — 3-4 questions (HTML)
✓ Product + FAQPage + BreadcrumbList schema
✓ Rich Results Test validation screenshot
✓ Platform-specific paste guide
✓ 1 round of revision

Get started — $97

Best value

Catalog Package

Up to 10 products with brand profile setup and scanner pre-fill.

$497

up to 10 products · $49.70 each

✓ Everything in Single Product — for up to 10 pages
✓ Brand profile setup (one-time intake)
✓ Scanner pre-fills your intake form per product
✓ 40 ready-to-paste files (4 per product)
✓ Batch implementation guide
✓ 2 rounds of revision
✓ Additional products: $39.70 each after first 10

Get started — $497

Full Implementation

I optimize AND implement everything in your CMS. You just approve.

$997

up to 10 products · done for you

✓ Everything in Catalog Package
✓ I implement all changes in your CMS
✓ Rich Results Test validation per page
✓ Google Search Console indexing requests
✓ 30-day indexing follow-up check
✓ Squarespace, Shopify, or Wix
✓ 2 rounds of revision

Get started — $997

How it works

You fill out a short form (5 minutes per product)

After purchase, you get a link to a product intake form. I've already scanned your page and pre-filled everything I can find — you just add the details only you know: the story, who buys it, what they'd compare it to.

I build your 4-layer product page (24-48 hours)

Voice description, specs comparison table, FAQ accordion, and enriched schema — all calibrated to the AirOps citation benchmarks. Every file is validated at Google's Rich Results Test before delivery.

You paste the files (or I do it for you)

Single and Catalog tiers: you get 4 files per product with exact paste instructions. Full Implementation: I log into your CMS, paste everything, validate, and request Google indexing. You just approve.

What changes on your product page

Before	After optimization
30-150 word thin description	150-400 word voice-driven description matching buyer search queries
No structured comparison data	Specs table: "This piece vs. Typical alternative" (HTML)
No FAQ section	3-4 question FAQ accordion with FAQPage schema (45.6% citation rate)
Auto-generated schema only	Enriched Product + FAQPage + BreadcrumbList schema (validated 0/0)
AI citation score: Structurally blocked	AI citation score: Strong to Citation-Ready

What designers are saying

"I just had a moment to read through your blog and I can't thank you enough for opening my eyes to this! It's actually exciting to feel like if I get on this quickly, I can really boost my sales this year. I'm about to do a lot of overhauling!"

— Caitlin, independent jewelry designer

"This is what we've been waiting for!"

— kristinvberman, responding to Red Pin Geek's AI visibility content on Instagram

That post reached 53+ jewelry designers and was shared by Etsy Magazine.

"Love your newsletter!! I'm finally launching a Shopify store this month and I'll be paying close attention to this info."

— Red Pin Geek subscriber, via email

Built on real data, tested on a real store

Every element of the 4-layer treatment is calibrated to findings from AirOps research — 16,851 queries and 353,799 pages analyzed across ChatGPT's full retrieval pipeline. I built and tested this system on my own jewelry store, Andrea Li Designs, before offering it to clients.

Before: ~150-word descriptions, no FAQ, no comparison data, no schema beyond auto-generated. Citation readiness score: "Structurally blocked."

After: Four-layer treatment — voice description, comparison table, FAQ accordion, enriched schema. Rich Results Test: 0 errors, 0 warnings, 9 validated items per page.

Not sure which tier is right?

Start with the free Product Page Audit Scorecard to see where your pages stand. Your score will tell you exactly what's missing — and which service tier makes sense for your catalog.

Benchmarks from AirOps research (April 2026): 16,851 queries, 353,799 pages. All citation numbers are from the published dataset.

Common Questions
Before you decide
What do I get for $97?+Four ready-to-paste files for one product page: a voice-driven description (150-400 words), a specs comparison table in HTML, an FAQ accordion in HTML with 3-4 questions, and enriched JSON-LD schema (Product + FAQPage + BreadcrumbList). All validated at Google's Rich Results Test before delivery. Includes platform-specific paste instructions and one round of revision.
Which platforms do you support?+The optimization files work on Squarespace, Shopify, Wix, and WordPress. The output is standard HTML and JSON-LD that can be pasted into any platform's product page editor. The Full Implementation tier ($997) includes hands-on implementation in your CMS.
How long does it take?+You fill out a 5-minute intake form per product. Your files are delivered within 24-48 hours. Pasting them into your product page takes about 10 minutes. For the Catalog and Full Implementation tiers, most 10-product batches are delivered within one week.
What research are the benchmarks based on?+Every element of the 4-layer optimization is calibrated to findings from AirOps research analyzing 16,851 queries and 353,799 pages across ChatGPT's full retrieval pipeline. Key benchmarks: product pages with tables earn a 13-point citation advantage, FAQPage schema earns a 45.6% citation rate, and JSON-LD structured data earns a 6.5-point independent citation advantage.
What's the difference between Catalog and Full Implementation?+The Catalog Package ($497) gives you the optimized files and instructions for up to 10 products — you paste them into your own CMS. Full Implementation ($997) includes everything in the Catalog Package plus I log into your CMS, implement all changes, validate each page at Rich Results Test, and request Google Search Console indexing. You also get a 30-day follow-up check on indexing status.