Herald is in early access. Plans and prices may change before launch. Agori Labs
What is AEO AEO vs GEO vs SEO How engines choose Listings in AI search The checklist Agentic commerce
Guide · the pillar

What is AEO? Answer Engine Optimization, in plain English.

AEO is the practice of making your products and brand citable inside AI-generated answers. When a shopper asks ChatGPT, Perplexity, or Gemini "what's the best handmade gift for a gardener," AEO is what decides whether your product is in the reply. It comes down to clear, consistent product data that an assistant can name with confidence.

~8 min readWritten for sellersUpdated 2026
Be the source the answer quotes
YOUR PRODUCT PAGE Linen Apron made of100% linen forgardeners price$38 shipsin 2 days ✓ clean & readable your facts, in plain text the AI lifts your facts AI ANSWER For a gardener, try: Your Store linen apron ✓ quoted straight from your page YOUR PRODUCT PAGE Linen Apron made of100% linen forgardeners price$38 shipsin 2 days ✓ clean & readable your facts, in plain text the AI lifts your facts AI ANSWER For a gardener, try: Your Store linen apron ✓ quoted straight from your page

Swipe the diagram to see all of it →

AEO is making your facts clean enough for AI to quote. When your page reads clearly, the answer can name you and use your own words as the source.

The shift

What is Answer Engine Optimization?

Search used to hand you a list. AI hands you an answer. That opens a new way for stores to get found.

When buyers ask an assistant about a purchase, they get a short list of specific products, described and often linked. AEO is how you earn a place on that list.

In traditional search, ranking eighth still brought a few clicks. An AI answer names a few products, so being one of them is what counts.

Ten blue links vs. one answer
Search results The old way
1
2
3
…
8
Position 8 still caught a few clicks.
AI answer Today
1Willow & Wax Library Candle, warm, bookish, 50-hr burn.
2Fern & Clay planter set, for the balcony gardener.
3Trowel Co. engraved hand tools.
The named shops get seen.
Traditional search rewards ranking. Answer engines reward inclusion in the answer.
The vocabulary

AEO vs. GEO vs. SEO: what's different?

SEO optimizes a page to rank in a list a human clicks. AEO, and the closely-related GEO (generative engine optimization, the term you'll see more in B2B), help AI pull out your facts, trust them and use them in its answer.

SEO is measured by position, where your link sits. AEO is measured by citation, whether the answer names you, quotes your facts and links your page. Both reward clean, trustworthy content, and each has its own goal.

How the three compare
SEOSearch Engine Opt.
AEOAnswer Engine Opt.
GEOGenerative Engine Opt.
Optimizes for
A ranked link
Inclusion in an answer
Inclusion in generated text
Currency
Position
Citation
Citation
Who reads it
People scrolling
Machines answering
Machines answering
Common in
All of search
E-commerce & retail
B2B marketing
Keep your SEO healthy, then add the answer layer on top.

“In 2026 you'll want both. SEO helps people find you, and AEO helps AI recommend you.”

The mechanism

How do AI engines choose which products to recommend?

Roughly: an assistant takes the shopper's request, fans it out into sub-queries, searches for each, collects from the sources it can read and trust, then merges everything into a shortlist. It pulls out facts first, then writes the answer. Products with facts it's confident about make the list.

Extract, then compose
Request
"Best X for Y"
Fan-out
Into sub-queries
Extract
Readable, trusted facts
Compose
Merge into a shortlist
1
Can a machine read it?
Fast, clean pages the crawler can read easily. Light pages with fewer scripts give it more confidence.
2
The facts, filled in
Price, availability, materials and size written as text a machine can read, outside of photos. (This labeling is what people mean by "schema.")
3
Answers buyers look for
Short, factual blurbs that match what buyers ask: what it is, who it's for, how it compares, what it costs.
4
Others vouch for you
A few consistent mentions elsewhere. A claim backed up in two places carries more weight.
Extraction confidencethreshold to be cited →
Above the line, the engine is confident enough to cite you. AEO is the work of getting your pages there.
Four factors decide whether an assistant is confident enough to name you.
Where Herald comes inHerald gets your pages over that line for you. It rewrites and publishes clean, complete pages that assistants can read easily. Join early access →
The marketplace problem

How can Etsy and Shopify listings do better in AI search?

Marketplace pages are built to convert human shoppers. Review widgets, upsell modules, scripts and lazy-loaded galleries can make the facts an assistant needs harder to find.

You can keep your page just as it is for shoppers. Then give AI its own clean, structured twin of the page, built to be read.

Two versions of the same product
Your human page, built to convert
hero carousel · autoplay
reviews widget · JS
upsell module · "you may also like"
lazy-loaded gallery
materials, inside an image
price, rendered by script
Machine-readable twin, built to be read
title, plain, descriptive
brand + identifiers
price + availability, as data
materials, size, who it's for
FAQ, question & answer
Product + Offer schema
Your storefront stays exactly as it is. Herald publishes the clean twin the machines read, and every buyer still checks out on your own store.
The work

The complete AEO checklist for online sellers

Fourteen things make a difference. The first eight are free, and you can do them this week. The last six are ongoing technical work, and that's the part Herald automates.

Foundation · DIY

Do these yourself, this week

Free, and mostly an afternoon of editing.
  • Let the AI crawlers in. Check they're not blocked in your robots.txt file.
  • Tell Bing about your site as well as Google, since a lot of assistants lean on it.
  • Move every product fact out of images and into real text.
  • Name products the way people ask for them: "organic cotton sleep mask" instead of "The Luna."
  • Label your product facts (price, availability, the basics) so machines can read them, using Product & Offer schema.
  • Tell AI who your brand is, on an About page it can read (Organization schema).
  • Answer real buyer questions in plain Q&A (with FAQ markup).
  • Leave crawlers a simple map of your site (an emerging file called llms.txt).
Infrastructure · Herald will do it

The ongoing technical work

This work is ongoing, technical and per-product. It's the layer Herald builds and keeps current.
  • A dedicated, machine-readable page for every product.
  • Content that answers what buyers ask, from "what is it" to "which should I pick."
  • Clear alt text & image details for picture-first assistants.
  • Prices and stock kept in sync automatically as they change.
  • Tracking that shows every visit an AI sends your way.
  • Catalog data an AI shopping agent can act on (Herald's AUX layer).
Start the DIY list this week. It's free. Herald is meant to handle the infrastructure column for you.
The next surface

Agentic commerce: what's coming next

The step beyond AI recommending you is AI acting for the shopper: agents that research, compare and increasingly buy on a buyer's behalf. Getting ready means steady basics like stable URLs, machine-readable offers and policies, live availability and a clear path back to your checkout.

From answering a person to serving an agent
Research Compare Check out Your store
Today

Visible

An assistant can read and recommend you, so you make the shortlist when a person asks.

Next

Operable

An agent can act on your store: parse your offers and policies, check live stock, and route a purchase to your checkout.

The same readiness that gets you recommended today is what makes you operable by agents tomorrow.
The through-line

Every section comes back to being easy to read.

For a shopper's assistant today or a buying agent tomorrow, clear and complete product data, backed up by other sources, is what works. Do it by hand with the checklist above, or, once Herald opens, let it build and publish that data for you. We think every seller, whatever their size, deserves a place in AI answers today and in the agentic marketplace next.

Keep reading

Where to go next

Once you've read about AEO, the next step is your own store.

Herald is in early access. Tell us about your store and we'll be in touch.