The Recovery Village Appears in 54.0% of AI Answers. Here's Our Five-Step Plan to Improve Its AI Visibility.

Mark HuntleyBy Mark HuntleyFounder and CEO
10 minutes read

Key Takeaways

  • The Recovery Village appears in about half of benchmark answers, but affirmative recommendations remain rare.
  • Neutral wording does not equal endorsement, so mentions and recommendations need to be tracked separately.
  • The latest monthly sample showed more mentions, but recommendations stayed limited and sample sizes varied.
  • The plan focuses on verified facts, cited pages, and buyer questions before proposing page or publisher changes.

Answer Capsule

In November 2026, The Recovery Village appeared in 54 of 100 AI answers included in the Alcohol Rehab Centers benchmark (54.00%). It received 1 recommendation (1.00%), with 1 Top 3 placement and 0 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 The Recovery Village mentions, recommendations and placements compare with its Alcohol Rehab Centers peers?

The Recovery Village recorded 54 mentions (54.00%) and 1 recommendation (1.00%) across 100 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 9 positive, 45 neutral and 0 negative.

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

Hazelden Betty Ford

47

47.00%

3

3.00%

2

2.00%

2

2.00%

2

American Addiction Centers

88

88.00%

1

1.00%

0

0.00%

0

0.00%

2

Caron Treatment Centers

3

3.00%

1

1.00%

0

0.00%

0

0.00%

2

The Recovery Village

54

54.00%

1

1.00%

1

1.00%

0

0.00%

5

Banyan Treatment Centers

2

2.00%

0

0.00%

0

0.00%

0

0.00%

5

Footprints to Recovery

0

0.00%

0

0.00%

0

0.00%

0

0.00%

5

Gateway Foundation

1

1.00%

0

0.00%

0

0.00%

0

0.00%

5

Monument

0

0.00%

0

0.00%

0

0.00%

0

0.00%

5

Recovery Centers of America

10

10.00%

0

0.00%

0

0.00%

0

0.00%

5

Ria Health

2

2.00%

0

0.00%

0

0.00%

0

0.00%

The Recovery Village appears in about half of the benchmark answers, yet only one of those appearances carries an affirmative recommendation. That gap is the central finding: the brand is present in the conversation without being the option an answer puts forward. Presence and endorsement are separate measures, and the report treats them that way.

Framing is largely neutral, with a small positive share and no negative wording. Neutral framing is not the same as endorsement, and it does not explain the recommendation gap. The practical implication is that the near-term opportunity sits in earning affirmative recommendations, not in chasing more raw mentions. We would propose a scorecard that tracks mentions, recommendations and placements as separate lines, so the client can see where presence and endorsement diverge.

What changed since last month

Questions This Section Answers

  • How did The Recovery Village counts and coverage differ across the available monthly snapshots?

Metric

Jul 2026

Aug 2026

Sep 2026

Oct 2026

Nov 2026

Mentions

31 / 66 (46.97%)

36 / 84 (42.86%)

33 / 80 (41.25%)

21 / 58 (36.21%)

54 / 100 (54.00%)

Recommendations

1 / 66 (1.52%)

0 / 84 (0.00%)

0 / 80 (0.00%)

2 / 58 (3.45%)

1 / 100 (1.00%)

Top 3 recommendations

1 / 66 (1.52%)

0 / 84 (0.00%)

0 / 80 (0.00%)

2 / 58 (3.45%)

1 / 100 (1.00%)

#1 recommendations

1 / 66 (1.52%)

0 / 84 (0.00%)

0 / 80 (0.00%)

1 / 58 (1.72%)

0 / 100 (0.00%)

From October 2026 to November 2026, The Recovery Village's mention count rose from 21 to 54, while its recommendation count fell from 2 to 1. The recommendation rate was 3.45% and 1.00% respectively.

The monthly record shows a mention count that rose in the latest sample while the recommendation count fell. The samples differ in size and composition between months, so the two movements should be read as separate observations rather than as one trend with a single explanation.

Recommendations have stayed sparse across the whole record, with occasional single or paired appearances. That pattern suggests the endorsement gap is persistent rather than a one-month anomaly, though the small counts mean month-to-month swings carry limited weight.

We would present the monthly series with the comparability limit stated alongside it, and avoid drawing directional conclusions until several samples show a consistent pattern.

AI recommendation trend

Observed recommendation rate (%), Jul 2026 to Nov 2026

0%1%2%3%4%Jul 2026Aug 2026Sep 2026Oct 2026Nov 20261.52%Jul 2026: 1.52%0.00%Aug 2026: 0.00%0.00%Sep 2026: 0.00%3.45%Oct 2026: 3.45%1.00%Nov 2026: 1.00%
  • The Recovery Village1.00%

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 The Recovery Village?

AI answers contained 0 conflicting claims about The Recovery Village: 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 The Recovery Village were recorded in the captured answers, so there is no immediate fact-check queue tied to the company. That is a clean starting position, but it is also a thin one: absence of conflict does not confirm that the answers describe the company accurately.

A visibility comparison would set the client's mention and recommendation position against the other tracked providers, making clear where the brand stands out and where it is simply present. A scoped claims list would then flag any statement worth verifying against primary sources before it is repeated or corrected.

Together these give the client a defensible basis for deciding where to spend effort first, rather than reacting to individual answers.

Step 2. Make the website consistent

Questions This Section Answers

  • Which recorded claim differences about The Recovery Village 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 work through for The Recovery Village in this cycle. We would not manufacture a correction queue to fill the gap.

Instead, we propose a verification pass that confirms the company's core facts against primary sources, then conditional page briefs that are only drafted if a genuine inconsistency is confirmed. Any apparent conflict would first be checked for entity, date and source differences, since those often explain a discrepancy without any error existing.

This keeps the client's site accurate without treating unverified answer text as a finding.

Step 3. Align the external narrative

Questions This Section Answers

  • Which cited third-party pages are relevant to fact review for The Recovery Village?

Cited page selected for review

Citation appearances in all captured answers

Answers mentioning the company

Conflicting claims linked to this page

https://altamirarecovery.com/blog/how-long-does-cocaine-stay-in-your-system-urine-blood-and-hair/

13

12

0

https://ikonrecoverycenters.org/cocaine-addiction-treatment/how-long-does-cocaine-stay-in-your-system/

11

11

0

https://ridgefieldrecovery.com/drugs/gabapentin/how-long-does-gabapentin-stay-in-your-system/

4

3

0

https://lifetimerecoverycenter.com/how-long-does-cocaine-stay-in-your-system/

3

3

0

https://recoveryfirst.org/marijuana/time-in-system/

3

3

0

https://recoverycentersofamerica.com/blogs/gabapentin-withdrawal/

7

2

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 selected for review cluster around drug-detection and withdrawal topics, and several are cited repeatedly across answers that mention the company. Citation does not establish that a page shaped an answer, and none of these pages is linked to a conflicting claim in the record.

We would review each page's current content against primary sources before considering any outreach. Where a page is accurate and relevant, the appropriate action may be no request at all; where a gap exists, an evidence-backed request can be framed respectfully, with publisher control and editorial judgment acknowledged.

The output is a prioritized source list with a documented decision for each entry, not a blanket correction campaign.

Step 4. Optimize priority company pages

Questions This Section Answers

  • Which observed The Recovery Village 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://therecoveryvillage.com/cocaine-addiction/how-long-does-stay-in-your-system/

15

13

0

https://therecoveryvillage.com/gabapentin-addiction/how-long-stay-in-system/

5

4

0

https://therecoveryvillage.com/alcohol-abuse/ulcer-from-drinking/

3

0

0

https://therecoveryvillage.com/marijuana-addiction/how-long-does-marijuana-stay-system/

3

3

0

https://therecoveryvillage.com/adderall-addiction/adhd-and-adderall/

2

0

0

https://therecoveryvillage.com/ambien-addiction/how-long-does-ambien-stay-in-system/

2

1

0

https://therecoveryvillage.com/benzodiazepine-addiction/how-long-do-benzos-stay-in-system/

2

1

0

https://therecoveryvillage.com/cocaine-addiction/cocaine-eyes/

2

0

0

The company's website was cited 92 times across 53 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.

The company's own pages are cited widely, with the cocaine detection page drawing the most appearances among the selected set. None of the selected pages appears in an answer that recommends the company, which is consistent with the broader pattern of presence without endorsement.

Page briefs would use approved facts and the questions audiences actually ask, so each page answers a clear need rather than restating general information. We would check existing coverage before proposing anything new, and treat the supplied page list as the working scope.

A cited page is not automatically a page that earned a recommendation, so the briefs focus on usefulness and accuracy rather than on citation counts alone.

Step 5. Publish around buyer questions

Questions This Section Answers

  • Which observed buyer questions support content briefs for The Recovery Village?

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What rehab has the highest success rate?

2

1

1

How do people get off Suboxone?

1

1

0

How much is going to rehab?

1

1

0

How to write an intervention letter?

1

1

0

What is the best way to detox your body from alcohol?

1

1

0

What is the success rate of detox?

1

1

0

how does meth affect the brain

1

1

0

how does meth smell

1

1

0

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

The recorded questions span success rates, detox, cost, intervention letters and drug-specific effects. Most drew a company mention without a recommendation, and the success-rate question is the one where a recommendation appeared.

We would turn these observations into content briefs that answer the underlying buyer question directly, with approved facts and clear next steps. Before drafting, we would confirm whether the client already covers each topic, since a recorded question is not proof of missing content or of search demand.

The briefs are proposed work, and their value will be judged by whether the resulting pages serve readers well, not by promised ranking gains.

Our 90-day action plan

Questions This Section Answers

  • How should the agency sequence the proposed The Recovery Village 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 page and source shortlist, each with an owner and review status. 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. Throughout, completed work is logged apart from measured answer outcomes, so the client can see what was done without conflating it with visibility results.

Reviewers sign off on facts before anything is published or requested, and no outcome is guaranteed.

Methodology

Questions This Section Answers

  • How are The Recovery Village 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 100 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 5223 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

Jul 2026

66

4

ChatGPT, Gemini, Google AI Mode, Google AI Overviews

Aug 2026

84

5

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

Sep 2026

80

5

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

Oct 2026

58

5

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

Nov 2026

100

5

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

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

The report covers a single reporting month, and the exact collection dates for the original answers are unverified. Visibility rates rest on answers that met the benchmark's inclusion rules, and a company counts as recommended only when an answer endorses it with positive wording.

Answers can mention or recommend several companies, so company counts do not sum to distinct answers. Monthly samples differ in size and service coverage, so comparisons describe recorded movement without explaining it. Cited pages and disputed claims still require independent verification.

Our first three priorities

First, confirm the company's core facts against primary sources so any future correction rests on verified evidence rather than answer text. Second, review the most-cited owned pages and the external sources around detection and withdrawal topics, deciding page by page whether a brief or a publisher request is warranted.

Third, build buyer-question content around the recorded topics, checking existing coverage first. Each step has a named owner and a recorded decision, and none of it promises a visibility gain on its own.

/ Learn More

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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