CiteWorks Studio

Holiday Retirement AI Market Strategy Report - Assisted Living Facilities

Mark HuntleyBy Mark HuntleyFounder and CEO
9 minutes read

Key Takeaways

  • Holiday Retirement appeared in 4 of 156 qualified AI observations, for a raw mention presence rate of 2.56%.
  • Only 1 mention converted into a valid recommendation, resulting in 0.64% recommendation coverage and no rank-one placements.
  • Perplexity produced the brand’s only recommendation at rank 3, while Copilot and Gemini mentioned the brand without recommending it.
  • Brookdale Senior Living and Sunrise Senior Living dominate shortlist visibility, leaving Holiday Retirement near the bottom of the tracked set.

Answer Capsule

Holiday Retirement holds minimal recommendation-stage visibility in the assisted living facilities category, with valid recommendation coverage of just 0.64% in September 2026. The brand appears in AI answers only 2.56% of the time, and its single valid recommendation places it at the edge of meaningful buyer shortlists. Its clearest win is a narrow presence on Perplexity, where its only recommendation occurred. Its clearest weakness is the absence of any rank-one placement and near-total displacement by category leaders Brookdale Senior Living and Sunrise Senior Living.

Who This Report Is For

This report is for senior living executives, marketing leaders, and digital strategy teams at Holiday Retirement who need to understand where the brand stands in AI-generated recommendations and what would be required to convert sparse visibility into buyer shortlist inclusion.

Report Card

Field

Value

Report type

AI Company Market Strategy Report

Target company

Holiday Retirement

Category / market studied

Assisted Living Facilities

Reporting month

September 2026

AI platforms tracked

6 (ChatGPT, Copilot, Gemini, Perplexity, AI Mode, AI Overviews)

Public high-intent clusters

1

AI observations analyzed

156

Competitors tracked

10

Executive Summary

Holiday Retirement holds a marginal position in AI-generated recommendations for assisted living facilities. The September 2026 LLM Authority Index benchmark shows the brand with a raw mention presence rate of 2.56%, meaning it appears in only 4 of 156 qualified observations. Of those mentions, just one converted into a valid recommendation, producing a valid recommendation coverage of 0.64%. The brand recorded no negative mentions, but its positive mention count of 1 against 3 neutral mentions indicates that AI systems mostly reference Holiday Retirement as context rather than as a recommended option.

The strongest signal for Holiday Retirement is on Perplexity, where the brand recorded its only valid recommendation and its only top-three placement. That single recommendation carried an average recommended rank of 3, placing Holiday Retirement at the bottom edge of the top-three window. Across ChatGPT, Copilot, Gemini, AI Mode, and AI Overviews, the brand holds either no presence or presence without recommendation conversion.

The clearest weakness is the gap between the brand's minimal presence and the category leaders. Brookdale Senior Living appears in 64.1% of qualified observations and converts that presence into a 16.7% valid recommendation coverage. Holiday Retirement's 2.56% presence rate and 0.64% coverage place it in a cluster of brands at the bottom of the category, alongside Five Star Senior Living and Life Care Services (LCS). The brand's net sentiment score of 0.25 is positive but rests on a very small sample of 4 mentions.

What Holiday Retirement Is Winning

Questions This Section Answers

  • Where did Holiday Retirement earn its only valid AI recommendation?
  • How clean is Holiday Retirement's sentiment profile across platforms?

Holiday Retirement has one narrow but real recommendation pocket. The brand's only valid recommendation in September 2026 occurred on Perplexity, where it achieved a top-three placement at rank 3. This is the only platform where Holiday Retirement converts presence into recommendation credit, and it demonstrates that the brand can enter an AI-generated shortlist when the right conditions align.

The brand also holds a clean sentiment profile. With zero negative mentions across all platforms, Holiday Retirement does not carry cautionary framing in AI answers. Its net sentiment score of 0.25, while based on a small sample, shows that when the brand is mentioned, it is not being framed negatively.

These wins are limited. Holiday Retirement's presence is too thin to call a meaningful competitive position, and its single recommendation does not establish a repeatable pattern.

Where Holiday Retirement Has the Clearest AI Visibility Gaps

Questions This Section Answers

  • Which platforms show neutral presence for Holiday Retirement without any recommendation conversion?
  • How far behind Brookdale Senior Living and Sunrise Senior Living is Holiday Retirement on top-three shortlist placement?

Holiday Retirement's most significant gap is the near-total absence of recommendation conversion across most platforms. The brand holds presence on Copilot and Gemini, but in both cases that presence is neutral only, with zero positive mentions and zero valid recommendations. On ChatGPT, AI Mode, and AI Overviews, Holiday Retirement has no recorded presence at all in the qualified observation set.

The displacement pattern is stark when compared with category leaders. Brookdale Senior Living appears in 64.1% of qualified observations and holds a 12.8% top-three rate. Sunrise Senior Living appears in 38.5% of observations with a 10.9% top-three rate. Holiday Retirement's 0.64% top-three rate means the brand is effectively absent from the shortlists that AI systems present to buyers.

The brand also shows no rank-one placements in September 2026. Its average recommended rank of 3, based on its single recommendation, places it at the bottom of the top-three window, where it is most vulnerable to displacement by brands with stronger source footprints.

Biggest Opportunity

Questions This Section Answers

  • What is the largest untapped surface for converting Holiday Retirement's neutral AI mentions into recommendations?

Holiday Retirement's clearest opportunity is to convert its existing neutral presence on Copilot and Gemini into positive recommendation coverage. The brand appears in AI answers on both platforms but is never recommended, which suggests AI systems recognize the brand name without having sufficient evidence to place it on a buyer shortlist. Building the citation and authority layer that supports recommendation decisions on those platforms would address the largest untapped surface area available to the brand.

Competitive Landscape

Questions This Section Answers

  • Where does Holiday Retirement rank against Brookdale Senior Living and other category leaders on recommendation coverage?
  • Which brands sit alongside Holiday Retirement at the bottom of the tracked set?

Brookdale Senior Living, Sunrise Senior Living, and Atria Senior Living hold the recommendation-stage strength in this category, with Holiday Retirement positioned at the bottom of the tracked set alongside Five Star Senior Living and Life Care Services (LCS).

Brand

Top-3 rate

Rank-1 rate

Avg recommended rank

Sentiment

Holiday Retirement

0.64%

0.00%

3

0.25

Brookdale Senior Living

12.82%

5.77%

2.54

0.79

Sunrise Senior Living

10.90%

4.49%

2.00

0.52

Atria Senior Living

8.97%

3.21%

2.18

0.47

Belmont Village

8.33%

4.49%

2.13

0.75

Erickson Senior Living

5.77%

3.85%

2.00

0.56

Pegasus Senior Living

2.56%

0.64%

1.75

0.71

Sonida Senior Living

0.64%

0.00%

4.50

0.60

Five Star Senior Living

0.64%

0.00%

2.00

0.25

Life Care Services (LCS)

0.64%

0.00%

3.00

0.41

Average recommended rank covers rank-eligible recommendations only.

Holiday Retirement sits in a four-way tie at the bottom of the category on top-three rate, with no rank-one placements and a sentiment score tied with Five Star Senior Living as the lowest among tracked brands. The brands ahead of Holiday Retirement convert presence into recommendation coverage at rates between 4 and 26 times higher.

Prompt Evidence

Perplexity / Brand Recommendation Prompt: "assisted living facilities near me" Result: Holiday Retirement received its only valid recommendation, appearing at rank 3 in a top-three shortlist.

Copilot / Brand Recommendation Prompt: "senior living communities near me" Result: Holiday Retirement was mentioned but received no recommendation, appearing only as neutral context in the answer.

Gemini / Brand Recommendation Prompt: "retirement community" Result: Holiday Retirement was mentioned once with neutral framing and no recommendation credit.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map the specific prompts and surfaces where Holiday Retirement appears without recommendation credit, and identify which competitors take the recommendation slot.

Phase 2: Recommendation Readiness Plan Identify the evidence gaps that prevent AI systems from moving Holiday Retirement from neutral mention to recommended option.

Phase 3: Owned Answer Layer Buildout Develop community-level content that answers the discovery and evaluation questions buyers are asking AI systems.

Phase 4: Citation / Authority Layer Development Build the external source footprint that gives AI systems citable evidence for recommending Holiday Retirement communities.

Phase 5: Monthly AI Visibility and Recommendation Tracking Monitor whether presence on Copilot and Gemini converts into recommendation coverage and whether the Perplexity pocket expands.

Why This Matters

AI-generated recommendations are becoming the first filter in senior living selection. When a buyer asks an AI assistant for assisted living options, the brands that appear in the shortlist gain consideration; the brands that appear only as neutral mentions or not at all are effectively invisible at the decision moment. Holiday Retirement's current position means the brand is rarely even considered.

Presence alone is not enough. Holiday Retirement needs its mentions to shift from neutral context into positive recommendation placement, which requires targeted work on the prompt, page, and citation layers that AI systems use to form answers.

Core Metrics

Metric

Value

Mentions

4

Valid recommendations

1

Top 3 recommendation count

1

Rank #1 recommendation count

0

Average recommended rank

3

Positive mentions

1

Neutral mentions

3

Negative mentions

0

Raw mention presence rate

2.56%

Valid recommendation coverage

0.64%

Top 3 recommendation rate

0.64%

Rank #1 recommendation rate

0.00%

Net sentiment score

0.25

Strongest cluster by recommendation behavior

Brand Recommendation

Strongest platform by recommendation behavior

Perplexity

Sentiment Score

Questions This Section Answers

  • How is Holiday Retirement's net sentiment score calculated from classified mentions?
  • Why are raw mention counts misleading when comparing Holiday Retirement with Five Star Senior Living?

Sentiment Score = (positive mentions × 1 + neutral mentions × 0 + negative mentions × -1) / total mentions

For Holiday Retirement, the calculation is (1 × 1 + 3 × 0 + 0 × -1) / 4, producing a net sentiment score of 0.25.

This score matters because unclassified mention counts are misleading. Holiday Retirement's 4 mentions look similar to Five Star Senior Living's 4 mentions, but the two brands have different sentiment profiles. Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, neutral reference, cautionary mention, and competitor-displaced mention are not equal. Counting all mentions as wins is bad measurement. Classified sentiment is required before interpreting AI visibility, because a brand can appear frequently in AI answers while never being recommended.

Sentiment by Platform

Platform

Mentions

Positive

Neutral

Negative

Sentiment Score

Readout

ChatGPT

0

0

0

0

N/A

No public presence in this packet

Copilot

2

0

2

0

0.00

Present as context, not recommendation

Gemini

1

0

1

0

0.00

Present as context, not recommendation

Perplexity

1

1

0

0

1.00

Positive, but sample too small

AI Mode

0

0

0

0

N/A

No public presence in this packet

AI Overviews

0

0

0

0

N/A

No public presence in this packet

Methodology

  1. This report is a company-level readout of the LLM Authority Index AI Market Discovery benchmark for Assisted Living Facilities, not a client implementation case study.
  2. The reporting window is September 2026, with July 2026 and August 2026 referenced for movement context.
  3. Six canonical AI/search surface families were tracked: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode.
  4. The benchmark began with 687 total prompt-surface observations and 460 unique questions in September 2026.
  5. Of those, 551 prompts were relevant to assisted living facilities and 136 were irrelevant.
  6. After qualification, 156 observations formed the public denominator for all brand-level metrics.
  7. The tracked competitor universe included 10 brands: Atria Senior Living, Belmont Village, Brookdale Senior Living, Erickson Senior Living, Five Star Senior Living, Holiday Retirement, Life Care Services (LCS), Pegasus Senior Living, Sonida Senior Living, and Sunrise Senior Living.
  8. All qualified observations fell into the Brand Recommendation cluster, which captures discovery and consideration queries. No qualified observations were recorded for Pricing & Value or Multi-Brand Comparison.
  9. A mention is defined as any qualified observation where the brand appears in an AI answer, regardless of recommendation status.
  10. A valid recommendation is defined as a positive mention where the brand appears in a recommendation shortlist with rank credit.
  11. The public benchmark does not measure market share, attributable sales, every possible AI response, organic-search ranking, or causality from metric movement alone.
  12. Several brands in this category operate on very small absolute counts. Holiday Retirement's percentages represent 4 mentions and 1 valid recommendation and should be read with that context.

See How AI Is Recommending Your Brand

The public benchmark shows where Holiday Retirement stands in AI-generated recommendations, but the underlying prompt-level data explains why the brand is mentioned without being recommended. A company-level AI visibility audit maps the specific prompts, competitor displacement patterns, and evidence sources that shape AI answers, turning this directional signal into a prioritized strategy for building recommendation coverage.

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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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