Built for Google Search, AI Overviews, ChatGPT, Perplexity, Gemini, Copilot.
Buying guides
The buying guide is not your product page.
Shoppers research a use case long before they pick a SKU.
Publishers and marketplaces answer “which one.” A grid that only answers price and stock does not.
(4.9/5 Rating Stars)
01 — Use case
best running shoes for wide feet
02 — Head to head
leather boot vs suede boot in rain
03 — Worth it
is a merino base layer worth the price
04 — Marketplace
the same SKU on your site and on a marketplace
Cited in Ecommerce
reddit.com is the most cited domain in Ecommerce.
Source for this chart: US retailers. This data is accumulated from multiple sources and internal training data, which helps us get the client cited.
| Domain | |||||
|---|---|---|---|---|---|
| 1 | 234 | 0 | — | 0 | |
| 0 | 155 | 0 | — | 1 | |
| 1 | 82 | 0 | — | 0 | |
| 0 | 169 | 0 | — | 0 | |
| 0 | 131 | 0 | — | 0 | |
| 1 | 0 | 0 | — | 0 | |
| 1 | 0 | 0 | — | 0 | |
| 1 | 0 | 0 | — | 0 | |
| 1 | 0 | 0 | — | 0 | |
| 1 | 0 | 0 | — | 0 |
A dash means this snapshot has no count for that engine. A zero means the domain was not cited in the measured sample.
Snapshot 8 Oct 2026 · United States · top eight domains
Above the grid
Guides that point at live products.
Editors get a template they can repeat without thinning the advice, and a rule for when a product leaves the assortment.
- 01
One question per guide
The URL answers a single choice, with a framework in prose and the specs in a table. Internal links go to the products that fit and back from those products to the guide.
- 02
Assortment hygiene
Out-of-stock and discontinued items are swapped or labeled. A guide does not keep citing a dead variant because the paragraph was written in March.
- 03
Specs machines can read
Materials, dimensions, and compatibility sit in HTML, aligned with the product schema. A lifestyle paragraph is not a spec.
- 04
Reviews that happened
On-site reviews are the ones customers left. We do not invent ratings to win a star snippet, and we do not mark up a quote the brand wrote itself.
What they research
A use case, then a SKU.
Guides answer the choice. Product pages answer the item. They link to each other and do not pretend to be the same URL.
Question
best running shoes for wide feet
Width, terrain, and a budget band, then the products that fit. The guide is not a grid with the keyword in the H1.
- Running shoes for wide feetOpening a model can liftCited
- One question per guideEcommerceCited
- leather boot vs suede boot in rainHead to headRead
- is a merino base layer worth the priceWorth itRead
- the same SKU on your site and on a marketplaceMarketplaceRead
Answer
Width, terrain, and a budget band come before any product name.
- Running shoes for wide feet
- One question per guide
One question, a recommendation a person can argue with, and links only to live variants.
SEO, AEO, GEO, AIO
Four checks on the buying guide.
Guide and product architecture is the search plan. A comparison an overview can cite is the answer-engine plan.
- How search is built
01 — SEO
The guide, not the SKU
Research queries rank a buying guide. The product URL stays on the product query.
- How answers cite a page
02 — AEO
Criteria, then the pick
The guide states who the product is for before it asks for the add to cart.
- GEO consultant
03 — GEO
Shopping chats
ChatGPT is prompted with the research question shoppers ask before they open a marketplace.
- AIO consultant
04 — AIO
Overview on the category
Category overviews are checked for a citation to the guide, separate from the product rich result.
The catalog wins “how much.” It loses “which.”
A DTC brand and a retailer share this leak. The product page can rank for its own name and still miss the research query: shoes for wide feet, a serum for retinoid beginners, a pan that can go in the oven. Those queries live on a publisher’s guide or a marketplace’s comparison. When an overview cites a source, it cites the page that made the choice.
Assortment makes the guide rot. A URL that recommends a discontinued color, or that sends the click to an out-of-stock variant, teaches both search and shoppers to trust the marketplace instead. Reviews you did not earn, pasted under a product, make the same mess.
The practice
How this engagement runs.
01
Separate the choice
Research queries go to guides. Product pages stay on the item. They link both ways.
02
Put specs in a table
Materials, dimensions, and fit sit in HTML that matches the product data, not in a lifestyle paragraph.
03
Tie refresh to stock
Season and sell-out trigger the edit. A monthly blog quota does not.
04
Match the marketplace
The brand, the name, and the specs on the other channel describe the same product.
We will not mark up a star rating the merchant wrote, or leave a guide citing a variant you no longer sell.
What we watch. Clicks on research queries, click-through from the guide into a live product, and whether an overview cites your guide or a publisher when the query is a comparison. A client figure is added here only after that client clears it.
- One question per guidebest running shoes for wide feet
- Assortment hygieneleather boot vs suede boot in rain
- Specs machines can readis a merino base layer worth the price
The page
Running shoes for wide feet
Ecommerce
- Link from one question per guide
- Link from assortment hygiene
- Link from specs machines can read
Links
A real page has to point here.
Editors get a template they can repeat without thinning the advice, and a rule for when a product leaves the assortment.
The pass is an illustration for Ecommerce. A referring page sends a link to the URL that should own the query.
Related practice
Ecommerce questions
Next
Audit the guide, or the product it should feed.
The free visibility audit reads one URL. Start with the research page you wish an overview would cite.