LayerTen/ ATLAS
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FIG. 01 — COVER / DIAGNOSIS

How the
machines

see your

store.

A quarterly assessment of how four major AI shopping agents discover, describe, and recommend Brooklinen — and what it's costing you.

12345
Agentic Commerce Contender
Level 3 of 5
Named often enough to compete, not often enough to win. The gap to the leaders is closable.
Next level: Agentic Commerce Front-Runner
Subject
Brooklinen
Target market
United States
Queries run
45
Issued
15 August 2026
CHAPTER I · How they see you

Agent visibility is never distributed evenly.

We asked the four primary AI engines 45 shopping queries. Brooklinen appeared in 31 of them — the rest went to competitors. Where you win, you win on structured data. Where you lose, you are invisible.

ChatGPT
7 / 15 queries

Appeared in 47% of queries. Highly dependent on attribute-led searches.

47%
Gemini
14 / 15 queries

Appeared in 93% of queries. Highly dependent on attribute-led searches.

93%
Claude
10 / 15 queries

Appeared in 67% of queries. Highly dependent on attribute-led searches.

67%
CHAPTER II · Share of Voice

Who the agents recommend instead.

When you are absent, AI engines direct shoppers to key market competitors. The leaderboard below tracks the total recommendation appearances.

Brooklinen (You)
31
Quince
7
Cozy Earth Bamboo Sheet Set
6
Parachute
5
Cozy Earth
5
Quince Mongolian Cashmere Cotton Duvet Cover
4

FIG. 03 — LOST QUERIES

QUERY 01NOT MENTIONED
"best cozy blankets for winter 2026"
AI recommended: Better Homes & Gardens Faux Fur Throw, Bedsure Fleece Throw Blanket, The Mood Teddy Curly Throw instead.
Why you lost: The response did not include Brooklinen or any of its products, focusing instead on other brands like Bedsure, Pendleton, and Cozy Earth.
QUERY 02NOT MENTIONED
"best plush bathrobes for home spa"
AI recommended: Cozy Earth Luxe Bath Robe, L.L.Bean Women's Wicked Plush Robe, Barefoot Dreams CozyChic Adult Robe instead.
Why you lost: The AI did not mention Brooklinen or any of its robe products at all, focusing instead on Cozy Earth, L.L.Bean, Barefoot Dreams, Parachute, and Lands' End.
QUERY 03NOT MENTIONED
"Turkish cotton bath towels under $80"
AI recommended: Macy's Hotel Collection, Madison Park Signature, American Soft Linen instead.
Why you lost: The AI did not include Brooklinen in its recommendations, focusing instead on Macy's, Parachute, and Wayfair products for Turkish cotton towels under $80.
CHAPTER III · Actions in order

Five moves, priority ranked.

You publish 3 of six key signals. Closing the gap is the single highest-leverage move available to you this quarter.

01

Add structured product data to all pages.

Agents will finally be able to match specific shopper needs — material, size, certifications — to specific SKUs you already sell. Expect the fastest and largest lift of the five actions.

IMPACTHigh impact
02

Surface customer reviews to AI.

Ratings and review content are the strongest conversion signal you own. Competitors' reviews appear in agent responses; yours do not. Reverse that.

IMPACTHigh impact
03

Harden Gemini discoverability.

You're on the feed; now tighten title copy and attribute alignment so Gemini consistently surfaces you on category and attribute queries.

IMPACTMedium impact
04

Add brand-authority signals.

Structured brand story, certifications and credentials let agents recommend you as a premium option rather than another SKU on a shelf.

IMPACTMedium impact
05

Publish a UCP catalog.

You already expose well-known endpoints; publish a standards-aligned catalog so agents can transact, not just discover.

IMPACTFoundational
The Full Analysis
Every detail behind this report is ready when you are.

This report tells you where you stand. The complete record behind it — every query we ran, every attribute the agents could not read, and the exact order of fixes — is walked through personally by our team.

Talk to our Sales Advisors