The Recovery Village AI Visibility Market Strategy Report - Addiction Treatment Centers

Answer Capsule

The Recovery Village holds substantial AI search visibility in the Addiction Treatment Centers category but has lost all recommendation credit. In October 2026, the brand appeared in 22.22% of qualified AI observations, yet recorded 0.00% valid recommendation coverage for the third consecutive month. The benchmark shows a clear pattern of visibility without recommendation conversion. The clearest opportunity is to convert existing presence into recommendation-stage credit by addressing the prompt categories and source conflicts that keep the brand visible but unchosen.

Who This Report Is For

This report is for The Recovery Village leadership, marketing teams, and category strategists who need to understand why the brand appears frequently in AI-generated answers but is not being recommended to buyers at the decision moment.

Report Card

Executive Summary

The Recovery Village enters October 2026 with a visibility profile that looks strong on the surface but carries no recommendation weight. The brand appeared in 22.22% of qualified AI observations, the third-highest raw mention presence rate in the tracked panel. Despite that presence, the brand recorded 0.00% valid recommendation coverage, 0.00% top-three rate, and 0.00% rank-one rate. This is the third consecutive month at zero recommendation coverage.

The benchmark data shows The Recovery Village held the category lead at baseline in July 2026 with 4.20% valid recommendation coverage. By August 2026, that coverage had fallen to zero. The brand has not recovered recommendation credit since. Meanwhile, Hazelden Betty Ford rose from 2.80% coverage in July to 18.50% in October, capturing the recommendation position The Recovery Village once held.

The brand's 24 mentions in October were entirely neutral in framing. The Recovery Village recorded zero positive mentions and zero negative mentions. Net sentiment score stood at 0.0000. The brand is being referenced as context, not recommended as a solution.

The strongest platform signal for The Recovery Village is AI Mode, where the brand recorded 19 mentions and a 50.00% presence rate. However, even on that platform, recommendation credit remained at zero. The brand is visible across AI Mode, Gemini, and AI Overviews but converts none of that visibility into buyer-facing recommendations.

The clearest gap is the absence of recommendation-stage positioning. Competitors like Hazelden Betty Ford, Gateway Foundation, and Recovery Centers of America each captured valid recommendations in October. The Recovery Village did not. The brand is present in the conversation but absent from the shortlist.

Two high-severity factual inconsistencies were detected across ChatGPT, Copilot, and Gemini regarding Medicaid acceptance and private equity ownership. These conflicts may be suppressing recommendation confidence by introducing contradictory signals into the public evidence layer.

What The Recovery Village Is Winning

Questions This Section Answers

• Where does The Recovery Village have the strongest raw presence and citation footprint in the Addiction Treatment Centers category?
• Why do these visibility and citation wins not translate into AI recommendations?

The Recovery Village maintains meaningful raw mention presence in the Addiction Treatment Centers category. At 22.22%, the brand's presence rate ranks third among tracked competitors, behind American Addiction Centers at 62.00% and Hazelden Betty Ford at 52.80%. This indicates the brand remains part of the AI-generated conversation about treatment options.

The brand's strongest platform is AI Mode, where it recorded a 50.00% presence rate across 38 observations. The Recovery Village also maintains visibility on Gemini with a 13.60% presence rate and on AI Overviews with a 16.70% presence rate. These signals show the brand is retrievable and relevant to the category.

The brand's citation footprint is also notable. The Recovery Village domain, therecoveryvillage.com, ranked second among all cited domains in October 2026 with 139 citations, representing 3.50% of all citations across AI platform responses. The domain was cited across all six tracked AI platforms. This citation strength suggests the brand's owned content is part of the public evidence layer AI systems draw from.

However, these wins are visibility wins, not recommendation wins. The brand has not converted its presence or citation strength into valid recommendation coverage.

Where The Recovery Village Has The Clearest AI Visibility Gaps

Questions This Section Answers

• How large is the gap between The Recovery Village's presence and its recommendation coverage?
• Which competitors captured recommendation credit that The Recovery Village did not?

The most significant gap is the complete absence of recommendation conversion. The Recovery Village recorded 0.00% valid recommendation coverage in October 2026, unchanged from September and down 4.20 percentage points from the July baseline of 4.20%. The brand logged zero valid recommendations for the third consecutive month.

This pattern stands in contrast to competitors who converted visibility into recommendations. Hazelden Betty Ford recorded 20 valid recommendations and an 18.50% coverage rate. Gateway Foundation captured 1 valid recommendation at rank 2. Recovery Centers of America recorded 1 valid recommendation at rank 2. Caron Treatment Centers logged 2 valid recommendations. The Recovery Village captured none.

The brand's top-three rate and rank-one rate both sit at 0.00% for October 2026. The Recovery Village is not appearing in recommendation positions on any tracked platform. Even on AI Mode, where the brand has its strongest presence at 50.00%, recommendation credit remained at zero.

The gap between presence and recommendation is the defining characteristic of The Recovery Village's AI visibility profile. The brand is named in approximately one in five qualified observations but receives no recommendation credit in any of them. This suggests AI systems are referencing the brand in contexts that do not convert to buyer-facing recommendations, such as historical mentions, comparison anchors, or factual references.

Two high-severity factual inconsistencies may be contributing to this gap. AI platforms provided conflicting information about Medicaid acceptance and private equity ownership, which could suppress recommendation confidence by introducing contradictory signals into the evidence layer.

Biggest Opportunity

Questions This Section Answers

• What is the clearest path for The Recovery Village to convert its existing visibility into recommendation-stage credit?
• Which prompt categories and source conflicts keep the brand visible but unchosen?

The clearest opportunity for The Recovery Village is to convert existing visibility into recommendation-stage credit by addressing the prompt categories and source conflicts that keep the brand visible but unchosen.

The brand already appears in 22.22% of qualified observations and holds the second-largest citation footprint in the category. The infrastructure for recommendation is present. What is missing is the conversion layer: the specific prompt types, answer formats, and source signals that move a brand from being mentioned to being recommended.

The benchmark data shows the qualified observations in October fell entirely into the Brand Recommendation class. This means the prompts being tracked are directly asking AI systems to recommend treatment centers. The Recovery Village is appearing in these answers but not being recommended. The opportunity is to identify which prompts produce mentions without recommendations and to build the owned answer layer, citation architecture, and source footprint that convert those mentions into shortlist positions.

The two factual inconsistencies regarding Medicaid acceptance and ownership structure represent a specific, addressable opportunity. Resolving these conflicts in the public evidence layer could remove a barrier to recommendation confidence.

Competitive Landscape

Questions This Section Answers

• Who holds the dominant recommendation position in the Addiction Treatment Centers category?
• How does The Recovery Village's presence rate compare to the brands that captured recommendation credit?

Hazelden Betty Ford holds dominant recommendation power in the Addiction Treatment Centers category, with an 18.50% valid recommendation coverage rate and 20 valid recommendations in October 2026. The Recovery Village sits outside the recommendation shortlist entirely, with 0.00% coverage despite maintaining the third-highest presence rate in the tracked panel.

Average recommended rank covers rank-eligible recommendations only.

The Recovery Village holds 0.00% top-three rate and 0.00% rank-one rate, placing it outside the recommendation shortlist alongside six other tracked brands. The brand's 22.22% presence rate exceeds several competitors who captured recommendation credit, indicating that presence alone does not determine recommendation outcomes.

AI Response Inconsistency Alerts

Questions This Section Answers

• What factual conflicts about The Recovery Village did AI platforms produce, and on which platforms?
• How could the Medicaid acceptance and ownership conflicts suppress recommendation confidence?

Two high-severity factual inconsistencies were detected for The Recovery Village across three AI platforms: ChatGPT, Copilot, and Gemini. Both conflicts carry high confidence scores and relate to information that directly affects buyer decision-making.

The first conflict concerns Medicaid acceptance. When asked "Does Recovery Village accept insurance?", ChatGPT stated that the brand accepts Medicaid plans in some states, citing the company's insurance admissions page. Copilot stated that the brand does not accept Medicaid, citing the same insurance admissions page along with United Healthcare and Aetna network pages. The flagged sources include a Colorado Access Medicaid reference supporting the ChatGPT claim and a Ridgefield Recovery page stating "We are not able to take Medicare or Medicaid" supporting the Copilot claim. These two claims cannot both be true, and the conflict introduces uncertainty about eligibility that could suppress recommendation confidence.

The second conflict concerns private equity ownership. When asked "Who owns Recovery Village?", Gemini stated that Advanced Recovery Systems is a portfolio company of Goldman Sachs Asset Management, citing the Recovery Village South Atlanta about page, an Advanced Recovery Systems leadership page, and a BusinessWire article about White Oak Healthcare Finance. Copilot stated that Advanced Recovery Systems is backed by Assured Healthcare Partners, with which it combined or merged in 2026, citing a Recovery Village newsroom article about the combination with Promises Behavioral Health, a leadership page, and the Advanced Recovery Systems about page. The same parent company cannot simultaneously be a Goldman Sachs portfolio company and be backed by Assured Healthcare Partners as its financial sponsor. This conflict introduces contradictory ownership signals into the public evidence layer.

Both conflicts sit in buyer-intent categories that the qualified benchmark does not currently cover. The October benchmark recorded zero qualified observations in the Pricing & Value class and zero in the Multi-Brand Comparison class. This means the public benchmark cannot answer questions about insurance acceptance or ownership structure, even though these are precisely the topics where AI platforms are providing conflicting information.

Prompt Evidence

AI Mode / Brand Recommendation Prompt: "alcohol treatment near me" Result: The Recovery Village appeared in the response but received no recommendation credit, while Hazelden Betty Ford captured a rank-one recommendation.

Gemini / Brand Recommendation Prompt: "How long does a person stay in rehab?" Result: The Recovery Village was mentioned as a factual reference but not recommended, while the brand's presence rate on Gemini reached 13.60% with zero recommendation conversion.

ChatGPT / Brand Recommendation Prompt: "Does Recovery Village accept insurance?" Result: ChatGPT stated the brand accepts Medicaid in some states, while Copilot stated it does not accept Medicaid, creating a high-severity factual conflict.

Copilot / Brand Recommendation Prompt: "Who owns Recovery Village?" Result: Copilot stated Advanced Recovery Systems is backed by Assured Healthcare Partners, while Gemini stated it is a Goldman Sachs portfolio company, creating a high-severity ownership conflict.

What CiteWorks Studio Would Do Next

Phase 1: AI Market Discovery Audit Map the specific prompts where The Recovery Village appears without recommendation credit, identify which competitors capture the recommendation slot in those prompts, and document the answer formats and source signals that separate mentions from recommendations.

Phase 2: Recommendation Readiness Plan Prioritize the prompt categories and platforms where the gap between presence and recommendation is widest, and define the owned content, citation, and evidence signals needed to convert visibility into shortlist eligibility.

Phase 3: Owned Answer Layer Buildout Develop treatment center pages, insurance and admissions content, and comparison-ready assets that give AI systems clear, consistent, and recommendation-ready answers for the prompts where The Recovery Village is currently mentioned but not chosen.

Phase 4: Citation / Authority Layer Development Strengthen the public evidence layer by resolving the Medicaid acceptance and ownership conflicts, aligning source pages across the brand's owned domains, and building the backlink-supported evidence that AI systems retrieve when forming recommendations.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track recommendation coverage, top-three rate, and rank-one rate month over month to measure whether the brand is converting presence into recommendation credit and to identify new gaps as the category evolves.

Why This Matters

AI presence alone is not enough. The Recovery Village appears in nearly one in four qualified AI observations, yet the brand receives no recommendation credit in any of them. Buyers asking AI systems for treatment center recommendations are seeing The Recovery Village mentioned but not recommended. The brand is part of the conversation but absent from the shortlist.

The next move is targeted correction of the prompt, page, and citation layers. The Recovery Village already has the visibility and citation footprint to be recommended. What is missing is the conversion layer: the specific owned answers, source signals, and evidence patterns that move a brand from being referenced to being chosen. Resolving the factual inconsistencies and building recommendation-ready content for the prompts where the brand is currently mentioned but not recommended is the clearest path forward.

Core Metrics

Sentiment Score

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

For The Recovery Village in October 2026: (0 × 1 + 24 × 0 + 0 × -1) / 24 = 0.0000

This score matters because unclassified mention counts are misleading. A brand with 24 mentions and a sentiment score of zero is not the same as a brand with 24 mentions and a positive sentiment score. The Recovery Village's mentions are entirely neutral, meaning AI systems are referencing the brand as context, not as a recommended solution.

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. Classified sentiment is required before interpreting AI visibility. The Recovery Village's zero sentiment score indicates the brand is present but not positioned as a recommendation.

Sentiment by Platform

Methodology

1. This report is a benchmark-based analysis of The Recovery Village's AI visibility and recommendation performance in the Addiction Treatment Centers category for October 2026. It is not a client implementation case study.
2. The reporting window is October 2026, with baseline comparisons to July 2026 and month-over-month comparisons to September 2026.
3. Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode.
4. The October benchmark analyzed 108 qualified observations drawn from 662 raw prompt-surface observations and 505 unique questions.
5. The competitor universe includes 11 tracked brands: Acadia Healthcare, American Addiction Centers, Banyan Treatment Centers, BrightView, Caron Treatment Centers, Gateway Foundation, Hazelden Betty Ford, Jobscai, Phoenix House, Recovery Centers of America, and The Recovery Village.
6. One public high-intent cluster had sufficient coverage in October 2026: C01 Best Mental Health & Addiction Treatment Centers. Two additional clusters, C02 Mental Health Treatment Center Comparisons and C03 Mental Health Treatment Center Pricing & Insurance, recorded no qualified observations.
7. Stage 0 extraction retained the query, AI surface, answer, brand outcome, recommendation placement, sentiment, and where exposed, citations or attributable evidence sources for each prompt-level observation.
8. A mention is defined as any appearance of The Recovery Village in an AI-generated response, regardless of recommendation status or sentiment framing.
9. A valid recommendation is defined as a positive recommendation with a rank position of 1 through 10 that is usable for a buyer decision. Neutral, cautionary, comparison-anchor, and listed-only mentions are not counted as valid recommendations.
10. Brand-level percentages use the 108 qualified observations as the public denominator, not the 662 raw prompt-surface observations.
11. The benchmark does not measure market share, sales, organic-search ranking, attributable sales, every possible AI response, social mention volume, or private and sponsored channels. No metric movement in this benchmark establishes causality.
12. Two high-severity factual inconsistencies were detected for The Recovery Village across ChatGPT, Copilot, and Gemini. These conflicts relate to Medicaid acceptance and private equity ownership and are documented in the AI Response Inconsistency Alerts section.

See How AI Is Recommending Your Brand

The public benchmark shows where The Recovery Village stands in AI-generated recommendations. A company-level AI visibility audit maps the specific prompts, competitors, and sources shaping those outcomes. For The Recovery Village, the question is which prompt categories and answer formats are producing mentions without recommendations, and what owned content, citation, and evidence signals are needed to convert visibility into shortlist eligibility.