GhostBed Appears in 18.7% of AI Answers. Here's Our Five-Step Plan to Improve Its AI Visibility.

Mark HuntleyBy Mark HuntleyFounder and CEO
9 minutes read

Key Takeaways

  • GhostBed is mentioned often in AI answers, but recommendation rates are much lower than mention rates.
  • The analysis uses one verified month, so the current figures should be treated as a baseline, not a trend.
  • No conflicting claims were recorded in the captured answers, but cited pages and company pages still need verification.
  • The 90-day plan focuses on a scorecard, fact checks, publisher review, and buyer-question content briefs.

Answer Capsule

In November 2026, GhostBed appeared in 91 of 487 AI answers included in the Adjustable Beds benchmark (18.69%). It received 25 recommendations (5.13%), with 16 Top 3 placements and 5 first-place recommendations. A mention means the company appeared in an answer; a recommendation means the answer affirmatively endorsed it.

Our plan compares the company with its competitors, checks conflicting AI claims against reliable sources, and identifies website pages, third-party sources and buyer questions to address. The historical results show how the figures changed across available months. Different monthly samples limit those comparisons, and conflicting AI claims require verification before corrections are proposed.

Current AI visibility

Questions This Section Answers

  • How do GhostBed mentions, recommendations and placements compare with its Adjustable Beds peers?

GhostBed recorded 91 mentions (18.69%) and 25 recommendations (5.13%) across 487 answers included in the benchmark. Top 3 placements numbered 16; first-place recommendations numbered 5. Framing among its mentions was 28 positive, 62 neutral and 1 negative.

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

Saatva

421

86.45%

201

41.27%

140

28.75%

104

21.36%

2

Tempur-Pedic

395

81.11%

150

30.80%

102

20.94%

34

6.98%

3

Nectar Sleep

302

62.01%

129

26.49%

82

16.84%

36

7.39%

4

Purple

341

70.02%

94

19.30%

58

11.91%

19

3.90%

5

Sleep Number

251

51.54%

55

11.29%

28

5.75%

7

1.44%

6

Amerisleep

62

12.73%

29

5.95%

15

3.08%

7

1.44%

7

Lucid

52

10.68%

27

5.54%

14

2.87%

1

0.21%

8

GhostBed

91

18.69%

25

5.13%

16

3.29%

5

1.03%

9

Reverie

9

1.85%

2

0.41%

0

0.00%

0

0.00%

10

Leggett & Platt

16

3.29%

1

0.21%

0

0.00%

0

0.00%

GhostBed appears in a meaningful share of answers but is endorsed far less often than it is mentioned. That gap is the central business issue: the brand is present in the conversation without being the brand answers put forward. Closing that gap matters more than chasing raw mention volume.

The companies ahead of GhostBed are endorsed at much higher rates, so the competitive distance is about persuasion, not just reach. Proposed work starts with a visibility scorecard that keeps mentions, shortlist placements and recommendations as separate measures, so the client can see where presence turns into endorsement and where it does not.

What changed since last month

Questions This Section Answers

  • How did GhostBed counts and coverage differ across the available monthly snapshots?

Metric

Nov 2026

Mentions

91 / 487 (18.69%)

Recommendations

25 / 487 (5.13%)

Top 3 recommendations

16 / 487 (3.29%)

#1 recommendations

5 / 487 (1.03%)

Only months with verified results are shown. Monthly sample coverage is listed in Methodology.

There are insufficient usable monthly observations for a prior-period comparison.

Only one verified month is available, so there is no prior-period comparison to interpret. The current figures stand as a baseline rather than a trend, and the report should be read that way. Any movement described later will need a comparable sample before it means anything.

Because the monthly samples differ, future comparisons will show what changed without explaining why. Proposed work is to lock this month as the reference point and re-measure on the same basis, so later readings are genuinely comparable.

AI recommendation trend

Observed recommendation rate (%), Nov 2026

  • GhostBedno change
    Nov 20265.13%

Separate selected monthly samples. Missing points are unavailable, not zero. Provider/prompt equivalence is unverified; rate movement does not demonstrate causation.

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Step 1. Measure

Questions This Section Answers

  • What should the agency measure and verify first for GhostBed?

AI answers contained 0 conflicting claims about GhostBed: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No conflicting claims about GhostBed were recorded in the captured answers, so there is no fact-check queue to clear right now. That is a clean starting position, not a reason to skip verification. The useful work is to keep it clean as answers change.

Proposed work is a visibility comparison paired with a standing list of claims worth checking. The comparison shows where GhostBed is mentioned versus endorsed; the claim list gives the client a short, owned record of what would need primary-source confirmation before any correction is considered.

Step 2. Make the website consistent

Questions This Section Answers

  • Which recorded claim differences about GhostBed should be verified before proposed page edits?

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

This part of the analysis returned no results, so there are no disputed topics to resolve and no page briefs to justify on consistency grounds. The absence of findings should not be read as confirmation that everything on the site is accurate.

Proposed work is a light verification pass: confirm entity, date and source details on the pages most likely to be quoted, and prepare conditional briefs only where a real discrepancy survives that check. Nothing moves to a correction without current primary-source evidence.

Step 3. Align the external narrative

Questions This Section Answers

  • Which cited third-party pages are relevant to fact review for GhostBed?

Cited page selected for review

Citation appearances in all captured answers

Answers mentioning the company

Conflicting claims linked to this page

https://naplab.com/mattress-comparisons/ghostbed-vs-purple/

3

3

0

https://samsclub.com/ip/ghostbed-12in-medium-firm-hybrid-mattress/13623462976

1

1

0

https://sleepopolis.com/mattress-comparisons/ghostbed-vs-ghostbed-luxe/

1

1

0

https://consumerreports.org/home-garden/adjustable-bed-frames/best-adjustable-bed-frames-a1355049403/

28

14

0

https://naplab.com/best-mattress/

56

7

0

https://forbes.com/sites/forbes-personal-shopper/article/the-best-adjustable-beds/

21

7

0

These pages were selected because they relate to the company in the captured answers. Their current contents still need checking before any correction request. A page linked to a conflicting claim is not necessarily its cause, and the same answer may contribute to more than one row.

The cited pages span review sites, retailer listings and editorial roundups, and several are cited often across captured answers. Frequent citation does not show that a page influenced an answer, and none of these pages is linked to a conflicting claim about GhostBed. Their current contents still need checking.

Proposed work is a focused publisher review: read the most-cited pages, note where GhostBed is described accurately, and prepare evidence-backed requests only where something is verifiably out of date. Requests are framed as corrections with supporting facts, not assumptions about publisher error.

Step 4. Optimize priority company pages

Questions This Section Answers

  • Which observed GhostBed website pages should receive review briefs?

Company website page

Citation appearances in all captured answers

Benchmark answers citing the page

Recommending answers citing the page

https://ghostbed.com/pages/how-much-does-a-good-mattress-cost

4

4

0

https://ghostbed.com/pages/101-night-sleep-trial

2

1

0

https://ghostbed.com/pages/how-much-is-a-box-spring

2

2

0

https://ghostbed.com/products/comfort-hybrid-mattress

2

0

0

https://ghostbed.com/pages/cuomo

1

0

0

https://ghostbed.com/pages/faqs

1

0

0

https://ghostbed.com/pages/ghostbed-vs-nectar-mattress-review

1

0

0

https://ghostbed.com/pages/how-much-does-a-good-mattress-cost?srsltid=AfmBOop5FWUDJGoBmO25gRv_TPYZvzo5KJcgof1XlL_Ed8r3UbMYTYlz

1

1

0

The company's website was cited 26 times across 20 distinct page addresses; the table shows 8 pages selected for review. Zeros in the answer columns mean no matching answers were recorded. A cited page is not automatically a page that accompanied a recommendation.

GhostBed's own pages are cited across a range of topics, from cost questions to the sleep trial and product pages. Most citations sit on informational pages rather than the product page, which suggests the site's explanatory content is doing much of the work in answers.

Proposed work is a set of page briefs built on approved facts and the questions buyers actually ask. Each brief checks existing coverage first, so new content is proposed only where a genuine gap remains. Briefs are reviewed internally before anything is published.

Step 5. Publish around buyer questions

Questions This Section Answers

  • Which observed buyer questions support content briefs for GhostBed?

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best adjustable bed frame to buy?

3

2

2

Which are the best adjustable beds?

3

2

1

Who makes the best split king mattresses?

5

2

1

What is better than a Tempur mattress?

2

1

1

What is considered the best memory foam mattress?

1

1

1

What is the best adjustable bed base?

2

1

1

What is the best pillow to keep your head cool?

1

1

1

What is the best quality memory foam mattress?

2

1

1

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

The recorded questions cluster around adjustable bed frames, split king mattresses and memory foam comparisons. GhostBed is mentioned in several of these answers and recommended in some, which gives a concrete starting point for content that speaks to the same questions.

Proposed work is buyer-question content briefs covering adjustable bases, split king options and head-to-head comparisons. Each brief checks whether the site already answers the question well before proposing a new page, and approved facts anchor every claim.

Our 90-day action plan

Questions This Section Answers

  • How should the agency sequence the proposed GhostBed work and judge completion?

Period

Deliverable

Completion criterion

Days 1–30

Baseline scorecard, scoped fact-review register and page/source shortlist

Each record has an owner, evidence requirement and review status

Days 31–60

Approved page briefs and justified publisher requests

Separate confirmed edits, no-change decisions, requests and responses

Days 61–90

Buyer-content briefs and a fresh scorecard

Record work completed separately from measured answer outcomes and comparability limits

The first month establishes the baseline scorecard, a scoped fact-review register and a shortlist of pages and sources to examine. Each record gets an owner, an evidence requirement and a review status, so nothing sits unresolved.

The second month produces approved page briefs and justified publisher requests, with confirmed edits, no-change decisions and responses recorded separately. The third month delivers buyer-content briefs and a fresh scorecard. Completed work is reported apart from measured answer outcomes, and no visibility gain is promised.

Methodology

Questions This Section Answers

  • How are GhostBed answer metrics and citation populations defined?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 487 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 5352 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.

Monthly sample coverage:

Reporting month

Answers included

AI services covered

Services

Nov 2026

487

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

July 2026 measured a different set of companies, so it is excluded from this comparison. August 2026 measured a different set of companies, so it is excluded from this comparison. September 2026 measured a different set of companies, so it is excluded from this comparison. October 2026 measured a different set of companies, so it is excluded from this comparison.

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

The answers were collected at dates that have not been verified, and the rates rest on the answers that met the benchmark's inclusion rules. A company counts as recommended only when an answer endorses it with positive wording; shortlist and first-place counts sit inside those recommendations rather than adding to them.

Answers can mention several companies, so counts cannot be summed into distinct answers. Sentiment describes answer wording, not customer satisfaction. Cited pages and disputed claims still need independent verification, and monthly samples differ, so comparisons show what changed, not why.

Our first three priorities

First, establish the visibility scorecard as the working baseline, keeping mentions, shortlist placements and recommendations distinct so the endorsement gap stays visible. Second, run the verification pass on the most-cited external pages and the site's own quoted pages, moving only confirmed discrepancies into a correction queue.

Third, prepare buyer-question briefs for adjustable bases, split king mattresses and memory foam comparisons, checking existing coverage before proposing anything new. Together these give the client a clear picture of where GhostBed stands, a verified factual base, and content aimed at the questions buyers actually ask.

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Understanding AI search visibility.

AI search experiences create answers by pulling information from many places online and summarizing it into a single response.

What Is AI Citation Intelligence?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
What Is Citation Architecture?
Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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