Overview Leaderboard Methodology
Industry Report

Pillows & Bedding Accessories

Sleep accessories including pillows, mattress toppers, protectors, and bedding designed to enhance comfort and sleep hygiene.

Brands tracked: 36
Brands analyzed: 36
Last updated: 2026-04-23
Model: OpenAI GPT-5
Prompts: 281
Total responses: 1,435
Top Brand Overall?
Tempur-Pedic
68/100

Highest overall AI Visibility Score in this industry.

LBA Leader?
Parachute
80

Highest score on the LBA metric in this industry.

Authority Leader?
Tempur-Pedic
54

Highest score on the Authority metric in this industry.

TOM Leader?
Saatva
79

Highest score on the TOM metric in this industry.

Pillows & Bedding Accessories has no dominant brand in AI responses

Tempur-Pedic is the top-ranked brand here, but its overall score of 68 reflects a competitive field rather than a dominant player. AI assistants answer category questions about Pillows & Bedding Accessories with varied recommendations from query to query - users get a different set of suggestions each time. This is the kind of category where mid-tier brands still have room to move up.

Brand Leaderboard All 36 Pillows & Bedding Accessories brands ranked

Ranked by overall AI Visibility Score (smoothed geometric mean of LBA, Authority, and TOM with an LBA-based floor on Authority and TOM, see methodology). Click any brand for the full report.

# Brand LBA Authority TOM Overall
1
Tempur-Pedic
tempurpedic.com
 76
54
77
68
2
Saatva
saatva.com
 65
45
79
62
3
Brooklinen
brooklinen.com
 79
17
73
47
4
Purple
purple.com
 79
10
55
37
5
Parachute
parachutehome.com
 80
8
52
35
6
Casper
casper.com
 74
7
47
32
7
Boll & Branch
bollandbranch.com
 74
7
33
29
8
Coop Sleep Goods
coopsleepgoods.com
 71
14
20
28
9
MyPillow
mypillow.com
 62
6
23
23
10
Brooklyn Bedding
brooklynbedding.com
 74
8
12
21
11
Cozy Earth
cozyearth.com
 67
7
14
20
12
Buffy
buffy.co
 66
7
13
19
13
Sleep Number
sleepnumber.com
 63
6
12
19
14
S
Snuggle-Pedic
snugglepedic.com
 55
5
15
18
15
ViscoSoft
viscosoft.com
 54
9
10
18
16
Avocado
avocadogreenmattress.com
 69
7
7
17
17
Helix
helixsleep.com
 69
7
7
17
18
Layla
laylasleep.com
 72
7
7
17
19
Nest Bedding
nestbedding.com
 68
7
7
17
20
B
Beckham Hotel Collection
beckhamhotelcollection.com
 55
5
10
16
21
SafeRest
safrest.com
 66
7
7
16
22
Pacific Coast
pacificcoast.com
 60
6
6
15
23
Sleep On Latex
sleeponlatex.com
 60
6
6
15
24
Dormeo
dormeo.com
 56
6
6
14
25
Downlite
downlitebedding.com
 54
5
5
14
26
Eli & Elm
eliandelm.com
 55
6
6
14
27
Malouf
maloufhome.com
 52
5
7
14
28
Leesa
leesa.com
 53
5
5
13
29
Linenspa
linenspa.com
 53
5
5
13
30
Pillow Cube
pillowcube.com
 52
5
5
13
31
Slumber Cloud
slumbercloud.com
 51
5
5
13
32
Bear
bear.app
 44
4
4
11
33
Sleepgram
sleepgram.com
 33
3
3
9
34
Sobel Westex
sobelwestex.com
 29
3
3
8
35
Sutera
sleepsutera.com
 28
3
3
8
36
Puredown
puredown.com
 26
3
3
7

How is this calculated? Methodology

Every brand in this leaderboard is scored against the same set of 281 shared Pillows & Bedding Accessories prompts. The same prompts, same model, same iterations. So differences in scores reflect actual differences in AI visibility, not differences in measurement.

Overall AI Visibility Score
Smoothed geometric mean of LBA, Authority and TOM. Authority and TOM are floored at LBA × 0.1 before the geometric mean (the same floor used in the per-metric cards above, so brand cards and the composite tell the same story). Formula: composite = ((LBA + 5)(Authority + 5)(TOM + 5))^(1/3) - 5. The floor keeps brands the model clearly recognises but doesn't yet recommend from collapsing to zero, while a single genuinely weak metric still pulls the composite down. Full methodology.
Shared industry prompts
For Authority and TOM, all brands in the industry are scored against the same 281 category prompts (e.g. "best SEO tools for agencies"). This makes brand-to-brand comparisons valid - everyone faces identical inputs. LBA prompts are per-brand because they ask brand-specific questions.
Latent Brand Association (LBA)
5 brand probes + 1 control prompt, each run 5 times in recall mode (no web search). LBA = quality × meta × stability × share × recognition × 100. Read the full LBA methodology →
LLM Authority
50 organic category prompts (discovery, comparison, problem and transactional intents), each run once in recall mode and once in retrieval mode. Score = frequency × log-decayed prominence × intent weight, then 50/50 averaged across the two modes. Read the full Authority methodology →
Top of Mind (TOM)
15 high-volume discovery prompts (sourced from Keywords Everywhere search-volume data), each run 5 times in pure recall mode (no web). Score = frequency × (0.5 + 0.5 × log-prominence), volume-weighted. Read the full TOM methodology →