Buyers who ask AI don’t see rankings.
They see a short list of recommendations.

Here’s what we see when we look at which brands AI recommends, and which it leaves out.

What brands AI names often tend to have

Brands that AI recommends often tend to share these traits. We see them together. We can’t prove they cause it.

Third-party editorial mentions

Coverage in independent editorial sources and review sites

Category roundups and review sites

Inclusion in 'best of' and comparison roundups

Real numbers

Specific figures about real results that others can check

Clear positioning

A clear statement of what category you are in, the same everywhere

Consistent category identity

The same category language appearing across independent sources

What does AI see in your category?

Pick an outcome to see what AI says in your category, and where your brand shows up.

● Rarely named

AI knows you but rarely recommends you

You are named in fewer than 1 in 6 buying questions. Competitors are named in most of the rest.

What AI says in your category

Your brand appears in 2 buying answers.

Brand A
16
Brand B
12
Your Brand
2
Brand C
3

AI treats every buyer differently

The same brand gets different treatment depending on who’s asking.

Buyer asks AI

"Best affordable hiking boots under $100?"

AI answers

For budget-conscious hikers, Merrell Moab 3 and Salomon X Ultra 4 GTX consistently top recommendations.

✗ Your brand not mentioned

How an AI answer leads a buyer to a brand

How a buyer moves from an AI answer to your website, or to your competitor’s.

01

Buyer asks AI

A real buying question, asked the way a buyer would ask it. Different wording can bring up different brands.

02

AI gives a short list

The AI assistant answers with a few brands. Some brands are named. Others are left out.

03

You are named, or someone else is

When AI keeps naming a competitor and not you, buyers who trust those answers may never come across your brand at that stage.

04

Buyer acts on the answer

A recommendation can shape which brands a buyer looks at next. Envoyra measures the answer itself. We do not claim every recommendation leads to a click or an inquiry.

What Envoyra measures

We measure outcomes, not algorithms.

We measure what AI says. We don’t claim to know how it works inside.

·Was your brand recommended?
·For which buyer questions?
·Against which competitors?
·In which AI assistants?
·How often over time?

See where AI names your brand, where it doesn’t, and who it names instead.

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