Belmont Village AI Visibility Market Strategy Report - Assisted Living Facilities

Answer Capsule

Belmont Village holds 11.9% valid recommendation coverage in the October 2026 Assisted Living Facilities benchmark, ranking fourth of ten tracked brands in AI-generated recommendations. The brand converts mentions into recommendations at a high rate, with a net sentiment score of 0.9412, the highest in the category. Its clearest weakness is scale: raw mention presence sits at 13.5%, well below category leaders Brookdale Senior Living and Sunrise Senior Living. The clearest opportunity is expanding recommendation coverage in the Brand Recommendation discovery cluster, where all 126 qualified observations were concentrated in October 2026.

Who This Report Is For

This report is written for Belmont Village marketing, brand, and executive teams who need to understand how AI systems recommend assisted living facilities and where the brand stands relative to competitors in AI-led discovery.

Report Card

Executive Summary

Belmont Village is visible but under-recommended relative to the category leaders in the October 2026 Assisted Living Facilities benchmark. The brand recorded 17 mentions across 126 qualified observations, producing a raw mention presence rate of 13.5%. Of those mentions, 15 converted to valid recommendations, yielding a valid recommendation coverage of 11.9% and a fourth-place ranking among ten tracked brands.

The brand's recommendation conversion rate is strong. Belmont Village converted 15 of 17 mentions into valid recommendations, a higher conversion ratio than Brookdale Senior Living, Sunrise Senior Living, or Atria Senior Living. Its net sentiment score of 0.9412 is the highest in the category, indicating that when AI systems mention Belmont Village, the framing is overwhelmingly positive.

The strongest cluster for Belmont Village is C01, Best Assisted Living Facilities Discovery and Evaluation, which captured all 126 qualified observations in October 2026. Within this cluster, Belmont Village recorded a top-three recommendation rate of 7.9% and a rank-one recommendation rate of 4.0%. The brand's average recommended rank of 2.53 places it in competitive recommendation positions when it appears.

The weakest area is raw mention presence. At 13.5%, Belmont Village appears in far fewer AI answers than Brookdale Senior Living at 63.5%, Sunrise Senior Living at 36.5%, or Atria Senior Living at 33.3%. This presence gap limits the brand's total recommendation volume even though its conversion efficiency is high.

The strongest platform signal for Belmont Village is Google AI Mode, where the brand recorded 7 valid recommendations and a valid recommendation coverage of 19.4%. Copilot also showed strong conversion, with a captured share of AI opportunity of 80.0% on that platform. The clearest platform gap is ChatGPT and Perplexity, where Belmont Village recorded zero mentions and zero valid recommendations in October 2026.

The benchmark also identified four high-severity pricing inconsistencies across ChatGPT, Gemini, Google AI Mode, and Perplexity. These conflicts involve conflicting monthly price claims for Belmont Village communities in Coral Gables, Westwood, and San Ramon. The inconsistencies suggest that AI systems are synthesizing pricing information from multiple third-party sources that do not agree, which may affect buyer confidence during the decision stage.

What Belmont Village Is Winning

Questions This Section Answers

• How does Belmont Village's 0.9412 sentiment score compare with the category?
• Where has Belmont Village shown the strongest momentum in coverage and top-three recommendations?
• Which platforms and prompts already demonstrate Belmont Village's conversion efficiency?

Belmont Village holds the highest net sentiment score in the Assisted Living Facilities category at 0.9412. This means that when AI systems mention the brand, the framing is almost entirely positive, with 16 positive mentions and 1 neutral mention across 17 total mentions. No negative mentions were recorded.

The brand also demonstrates strong recommendation conversion efficiency. Of 17 raw mentions, 15 converted to valid recommendations, a conversion rate of 88.2%. This is higher than Brookdale Senior Living, which converted 24 of 80 mentions, and Sunrise Senior Living, which converted 19 of 46 mentions. Belmont Village's mentions are more likely to carry recommendation weight than those of its larger competitors.

Belmont Village recorded the largest cumulative coverage gain in the category, moving from 8.1% valid recommendation coverage in July 2026 to 11.9% in October 2026, an increase of 3.8 points. The brand also improved its top-three recommendation rate from 3.4% to 7.9% and its rank-one rate from 1.3% to 4.0% over the same period. These gains occurred within normal month-to-month variation but represent a consistent upward trajectory across two consecutive months.

On Google AI Mode, Belmont Village achieved a valid recommendation coverage of 19.4%, the highest single-platform coverage for the brand. On Copilot, the brand captured 80.0% of the available AI opportunity on that platform, indicating strong recommendation presence relative to the platform's total opportunity.

Where Belmont Village Has the Clearest AI Visibility Gaps

Questions This Section Answers

• Where is Belmont Village absent on ChatGPT and Perplexity?
• How far does the raw mention presence gap lag behind Brookdale Senior Living and Sunrise Senior Living?
• How do pricing inconsistencies across AI platforms affect buyer confidence for Belmont Village communities?

The clearest gap for Belmont Village is raw mention presence. At 13.5%, the brand appears in approximately one in seven qualified AI responses. Brookdale Senior Living appears in nearly two of every three responses at 63.5%, and Sunrise Senior Living appears in more than one of every three at 36.5%. This presence gap means that even with high conversion efficiency, Belmont Village's total recommendation volume is constrained by how often AI systems mention the brand at all.

The brand is absent from ChatGPT and Perplexity in the October 2026 data. On ChatGPT, Belmont Village recorded zero mentions across 13 platform observations. On Perplexity, the brand recorded zero mentions across 12 platform observations. These absences represent missed recommendation opportunities on two platforms where competitors like Brookdale Senior Living and Sunrise Senior Living maintain presence.

Within the Brand Recommendation cluster, Belmont Village's top-three rate of 7.9% trails Brookdale Senior Living at 12.7%, Sunrise Senior Living at 11.1%, and Atria Senior Living at 12.7%. The brand is present in recommendation shortlists but appears less frequently in top-three positions than the three brands ahead of it.

The benchmark also identified four high-severity pricing inconsistencies involving Belmont Village across four AI platforms. These conflicts involve conflicting monthly price claims for communities in Coral Gables, Westwood, and San Ramon. When AI systems provide conflicting pricing information, buyers may lose confidence in the brand's pricing transparency or delay decisions. The inconsistencies suggest that the public evidence layer for Belmont Village pricing is fragmented across third-party sources that do not agree.

Biggest Opportunity

Questions This Section Answers

• What specific prompt changes would expand Belmont Village's presence on ChatGPT and Perplexity?

The biggest opportunity for Belmont Village is expanding raw mention presence in the Brand Recommendation discovery cluster, particularly on ChatGPT and Perplexity where the brand currently has no presence. The brand's high conversion efficiency and top-category sentiment score indicate that when Belmont Village is mentioned, AI systems recommend it positively. The constraint is not recommendation quality but recommendation volume.

Increasing presence on ChatGPT and Perplexity would allow Belmont Village to convert additional mentions into valid recommendations at its existing high conversion rate. The brand's performance on Google AI Mode, where it achieved 19.4% valid recommendation coverage, demonstrates that Belmont Village can perform well when it appears in AI responses. Replicating that presence on ChatGPT and Perplexity represents the clearest path from reference to recommendation.

Competitive Landscape

Questions This Section Answers

• Where does Belmont Village rank among assisted living brands on top-three rate, rank-one rate, and sentiment?
• How does Belmont Village's sentiment score contrast with its top-three recommendation position?

Brookdale Senior Living holds the strongest recommendation-stage position in the Assisted Living Facilities category, with Sunrise Senior Living and Atria Senior Living as the next strongest challengers. Belmont Village sits fourth, with recommendation coverage ahead of Erickson Senior Living but behind the top three.

Average recommended rank covers rank-eligible recommendations only.

Belmont Village's top-three rate of 7.94% places it fourth in the category, behind Brookdale Senior Living, Atria Senior Living, and Sunrise Senior Living. The brand's rank-one rate of 3.97% is competitive with Sunrise Senior Living and ahead of Atria Senior Living. Its sentiment score of 0.9412 is the highest in the category, indicating that when Belmont Village appears in recommendations, the framing is more positive than any competitor.

AI Response Inconsistency Alerts

Questions This Section Answers

• Which AI platforms gave conflicting pricing information for Belmont Village communities?
• How large are the pricing discrepancies for Coral Gables, Westwood, and San Ramon?
• What sources did AI platforms cite when generating conflicting Belmont Village pricing claims?

AI platforms provided conflicting information about Belmont Village pricing in four high-severity cases across four platforms: ChatGPT, Gemini, Google AI Mode, and Perplexity. These inconsistencies involve monthly price claims for Belmont Village communities in Coral Gables, Westwood, and San Ramon.

When asked "How much does Belmont Village Coral Gables cost?", ChatGPT stated that independent living starts around $8,750 per month, citing findwithcare.com. Google AI Mode stated that independent living starts around $5,390 to $5,400 per month, citing seniorly.com, carepriced.com, and aplaceformom.com. The claimed starting prices differ by more than $3,000 per month and cannot both be the starting price at the same community.

When asked "How much does Belmont Village Coral Gables cost?", Gemini stated that base studio residences start around $6,400 to $6,500 per month, citing seniorly.com. ChatGPT stated that assisted living starts around $7,800 per month plus care fees, citing findwithcare.com. The claimed starting prices differ by more than $1,000 per month and cannot both be correct.

When asked "How much does Belmont Village Senior Living Westwood cost?", ChatGPT stated that assisted living starts at approximately $11,300 per month for a studio, citing seniorly.com, belmontvillage.com, and caring.com. Perplexity stated that assisted living starts around $5,075 to $10,200 per month, citing belmontvillage.com, elderlifefinancial.com, and seniorly.com. The two answers give non-overlapping starting prices for assisted living at the same community.

When asked "How much is Belmont Village Senior Living San Ramon?", Gemini stated that base starting rates are around $7,000 to $7,700 per month for a studio, with higher acuity and memory care at $10,000 to $15,600 or more per month, citing seniorly.com and ultimateseniorresource.com. Perplexity stated that estimated pricing starts around $3,902 to $7,250 per month, citing belmontvillage.com, olera.care, and seniorly.com. The starting price ranges are incompatible and cannot both be true for the same community.

These inconsistencies suggest that AI systems are synthesizing pricing information from multiple third-party sources that do not agree. The conflicting claims may affect buyer confidence during the pricing and decision stages of the buyer journey.

Prompt Evidence

ChatGPT / Brand Recommendation Prompt: "How much does Belmont Village Coral Gables cost?" Result: ChatGPT stated independent living starts around $8,750 per month, while Google AI Mode stated $5,390 to $5,400 per month for the same question, creating a pricing conflict.

Google AI Mode / Brand Recommendation Prompt: "How much is Belmont Village Senior Living San Ramon?" Result: Belmont Village recorded a valid recommendation on Google AI Mode, contributing to the brand's 19.4% valid recommendation coverage on that platform.

Perplexity / Brand Recommendation Prompt: "How much does Belmont Village Senior Living Westwood cost?" Result: Perplexity stated assisted living starts around $5,075 to $10,200 per month, conflicting with ChatGPT's claim of approximately $11,300 per month for the same community.

Copilot / Brand Recommendation Prompt: Assisted living facility recommendation queries Result: Belmont Village captured 80.0% of the available AI opportunity on Copilot, indicating strong recommendation presence relative to the platform's total opportunity.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map every prompt where Belmont Village appears, where it is absent, and where competitors are recommended instead. Identify the specific ChatGPT and Perplexity prompts that currently produce no Belmont Village mention.

Phase 2: Recommendation Readiness Plan Prioritize the Brand Recommendation cluster prompts where Belmont Village has the highest conversion potential. Focus on expanding presence on ChatGPT and Perplexity while maintaining the brand's strong position on Google AI Mode and Copilot.

Phase 3: Owned Answer Layer Buildout Develop owned content that directly addresses the pricing questions AI systems are answering inconsistently. Create clear, citable pricing pages for each Belmont Village community that AI systems can retrieve and synthesize.

Phase 4: Citation and Authority Layer Development Strengthen the public evidence layer by ensuring third-party sources like seniorly.com, aplaceformom.com, and caring.com carry accurate, consistent pricing information. Address the source conflicts identified in the inconsistency analysis.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track Belmont Village's recommendation coverage, top-three rate, and rank-one rate month over month. Monitor whether presence on ChatGPT and Perplexity improves and whether pricing inconsistencies resolve.

Why This Matters

AI presence alone is not enough. Belmont Village demonstrates that a brand can have high sentiment and strong conversion efficiency while still trailing competitors in total recommendation volume. The constraint is not how AI systems frame Belmont Village when they mention it, but how often they mention the brand at all.

The next move for Belmont Village is targeted correction of the prompt, page, and citation layers. Expanding presence on ChatGPT and Perplexity, resolving the pricing inconsistencies that create buyer confusion, and strengthening the owned answer layer for community-specific pricing questions represent the clearest path to increasing recommendation coverage in the Assisted Living Facilities category.

Core Metrics

Sentiment Score

Questions This Section Answers

• Why does Belmont Village's high sentiment score need to be read alongside its mention presence rate?
• How is sentiment score calculated and why is classified sentiment required?

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

For Belmont Village in October 2026: (16 × 1 + 1 × 0 + 0 × -1) / 17 = 0.9412

This score matters because unclassified mention counts are misleading. A brand that appears in 17 AI responses with 16 positive mentions and 1 neutral mention is in a fundamentally different position than a brand with 17 mentions split evenly between positive and negative framing. Belmont Village's score of 0.9412 indicates that AI systems frame the brand almost entirely positively when they mention it.

Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal. Counting all mentions as wins is bad measurement. Belmont Village's high sentiment score combined with its relatively low mention presence illustrates this distinction: the brand is mentioned less often than competitors but is framed more positively when it appears.

Classified sentiment is required before interpreting AI visibility. Belmont Village's 0.9412 sentiment score tells a different story than its 13.5% raw mention presence rate alone. The brand's challenge is not how it is framed but how often it is mentioned.

Sentiment by Platform

Methodology

1. This report is a benchmark-based analysis of Belmont Village's AI recommendation visibility in the Assisted Living Facilities category for October 2026. It is not a client implementation case study.
2. The reporting window is October 2026, with comparison to the July 2026 baseline and monthly data from August and September 2026.
3. Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, Google AI Overviews, and Google AI Mode.
4. The benchmark began with 682 source prompt-surface observations in October 2026 and produced 126 qualified observations after qualification. The July 2026 baseline began with 403 observations and produced 149 qualified observations.
5. Ten companies were tracked in the competitor universe: 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.
6. Three public high-intent clusters were defined: C01 Best Assisted Living Facilities Discovery and Evaluation, C02 Assisted Living Facilities Comparison Alternatives and Competitors, and C03 Assisted Living Facilities Pricing Cost and Affordability. Only C01 had sufficient data for metrics in October 2026.
7. Stage 0 extraction retained the query, AI platform, answer, brand outcome, recommendation placement, sentiment, and citations where exposed. Source presence is evidence about the information environment and is not automatically proof that the source caused the recommendation.
8. A mention is defined as any appearance of Belmont Village in a qualified AI response, regardless of recommendation status.
9. A valid recommendation is defined as a Belmont Village appearance in a valid recommendation shortlist, as marked by the dataset. Negative, neutral, cautionary, comparison-anchor, and listed-only mentions are not counted as valid recommendations unless the dataset explicitly marks them as valid.
10. Brand-level percentages use the 126 qualified observations as the public denominator, not the 682 total prompts or the 537 relevant prompts.
11. The qualified benchmark set contracted from 156 observations in September 2026 to 126 in October 2026, which changes the denominator against which all brand percentages are calculated.
12. Several brands in this category operate on very small absolute counts. Belmont Village recorded 15 valid recommendations, which is sufficient for percentage calculations but should be interpreted with awareness of the sample size.

Get Your AI Visibility Audit

The public benchmark shows where Belmont Village stands in AI recommendations. A company-level audit maps the specific prompts, platforms, and citation sources that shape how AI systems recommend Belmont Village communities. See how AI is recommending your brand and where competitors are being recommended instead.