The Recovery Village Appears in 20.8% 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 was mentioned in 55 of 265 benchmark answers, but none of those mentions became a recommendation.
  • The main factual conflict to verify first concerns whether the company accepts Medicare or Medicaid at specific facilities.
  • Several cited third-party pages and company pages should be reviewed before any correction requests or page updates are made.
  • Buyer questions cluster around drug-test detection, alcohol effects, and rehab payment, which can guide new content briefs.

Answer Capsule

In November 2026, The Recovery Village appeared in 55 of 265 AI answers included in the Addiction Treatment Centers benchmark (20.75%). It received 0 recommendations (0.00%), with 0 Top 3 placements 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 Addiction Treatment Centers peers?

The Recovery Village recorded 55 mentions (20.75%) and 0 recommendations (0.00%) across 265 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 2 positive, 53 neutral and 0 negative.

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

Hazelden Betty Ford

73

27.55%

12

4.53%

5

1.89%

5

1.89%

2

American Addiction Centers

107

40.38%

8

3.02%

2

0.75%

2

0.75%

3

Caron Treatment Centers

10

3.77%

1

0.38%

1

0.38%

0

0.00%

3

Recovery Centers of America

42

15.85%

1

0.38%

1

0.38%

0

0.00%

5

Acadia Healthcare

21

7.92%

0

0.00%

0

0.00%

0

0.00%

5

Banyan Treatment Centers

19

7.17%

0

0.00%

0

0.00%

0

0.00%

5

BrightView

19

7.17%

0

0.00%

0

0.00%

0

0.00%

5

Gateway Foundation

6

2.26%

0

0.00%

0

0.00%

0

0.00%

5

Jobscai

0

0.00%

0

0.00%

0

0.00%

0

0.00%

5

Phoenix House

6

2.26%

0

0.00%

0

0.00%

0

0.00%

5

The Recovery Village

55

20.75%

0

0.00%

0

0.00%

0

0.00%

The Recovery Village appears in roughly one in five benchmark answers, yet none of those mentions carries an affirmative recommendation. That gap, not the mention rate, is the finding worth acting on. Being named alongside competitors without endorsement leaves the brand visible but unchosen.

Hazelden Betty Ford and American Addiction Centers each received some affirmative recommendations, so the benchmark does record endorsement when answers supply it. The Recovery Village's framing is overwhelmingly neutral, so the immediate task is understanding what neutral mentions look like before setting any recommendation target. We would read a sample of the recorded answers to see how the company is described when it appears, then use that reading to set a realistic baseline and avoid promising endorsement gains the evidence cannot support.

What changed since last month

Questions This Section Answers

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

Metric

Oct 2026

Nov 2026

Mentions

24 / 108 (22.22%)

55 / 265 (20.75%)

Recommendations

0 / 108 (0.00%)

0 / 265 (0.00%)

Top 3 recommendations

0 / 108 (0.00%)

0 / 265 (0.00%)

#1 recommendations

0 / 108 (0.00%)

0 / 265 (0.00%)

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

From October 2026 to November 2026, The Recovery Village's mention count rose from 24 to 55, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

The mention count rose between the two reporting months while recommendations stayed at zero in both. The recommendation rate was unchanged. Because the monthly answer samples differ, the movement in mentions should be read as a record of what was observed, not as evidence of a trend or its cause.

The stable zero is the more useful signal. Two consecutive months without a single endorsement suggests the issue is structural rather than a one-month fluctuation, though the comparability limits mean we should confirm this over further samples before drawing firm conclusions.

We would treat the next reporting cycle as another independent sample and watch whether the zero persists.

AI recommendation trend

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

  • The Recovery Villageno change
    Oct 20260.00%
    Nov 20260.00%

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 2 conflicting claims about The Recovery Village: 0 critical, 2 high, 0 medium, 0 low. Of these, 2 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.

Two conflicting claims about the company were rated high priority, both concerning insurance acceptance. A visibility comparison against the named competitors would show where The Recovery Village stands on mentions and endorsement separately, so the client can see which gap matters more.

A short list of claims to fact-check gives the client a concrete starting point. The ratings prioritize review; they do not establish that the company or any publisher made an error. The claims need checking against current primary sources before anyone acts.

We would build a scorecard pairing the visibility comparison with that claim list, assigning each item an owner and a verification status.

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?

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

Medicaid/Medicare acceptance

high

Generally does not accept Medicare or Medicaid

Accepts several Medicaid plans at specific facilities

Medicaid/Medicare acceptance

high

Generally does not accept Medicare or Medicaid

Accepts several Medicaid plans at specific facilities

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.

The disputed topic is insurance acceptance, where recorded answers disagree about whether the company takes Medicare or Medicaid. Both columns quote AI answers, not verified company facts, so the first step is confirming the entity, the date and the underlying source.

Different dates can explain an apparent conflict, and a facility-level answer may be accurate for one location and not another. We would verify current policy directly with the company before drafting anything.

Only after verification would we prepare conditional page briefs, written so the approved facts determine the wording rather than the disputed claims.

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://recoverysalem.com/admissions/insurance/

2

0

2

https://palmerlakerecovery.com/admissions/insurance/

2

0

1

https://recoverysouthatlanta.com/admissions/insurance/

2

0

1

https://recovery.com/recovery-village/

1

0

1

https://recovery.com/the-recovery-village-atlanta-georgia/

1

0

1

https://recovery.com/the-recovery-village-columbus-ohio/

1

0

1

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.

Several cited pages relate to insurance and admissions, and some are linked to the conflicting claims. A citation does not establish that a page influenced an answer, and a page linked to a conflict is not necessarily its cause. The current contents of every listed page still need checking.

We would review each selected page against current primary sources, then decide whether an evidence-backed request to the publisher is justified. Some pages may need no action at all.

Requests would be framed around verified facts, with confirmed edits, no-change decisions and publisher responses recorded separately.

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

1

0

https://therecoveryvillage.com/admissions/insurance/

5

0

0

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

5

0

0

https://therecoveryvillage.com/

4

0

0

https://therecoveryvillage.com/air-duster-abuse/how-long-stay-in-system/

4

4

0

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

3

3

0

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

3

0

0

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

2

0

0

The company's website was cited 132 times across 80 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 site is cited widely, with a small set of pages selected for review. Citation frequency varies sharply across those pages, and none of the listed pages appears in an answer that also recommended the company. A cited page is not automatically one that accompanied an endorsement.

Page briefs would use approved facts and the audience questions observed in the research, and would check existing coverage before proposing anything new. The insurance page deserves attention given the disputed claims.

We would prioritize the pages with the most citation appearances and the clearest factual gaps.

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

Can Duster show up on a drug test?

1

1

0

Can air duster be detected on a drug test?

1

1

0

Can you eat a buckeye nut?

1

1

0

Can your body start rejecting alcohol?

1

1

0

Do you pay for rehab?

1

1

0

Does air duster show up in a drug test?

1

1

0

Does air duster show up on a drug screen?

1

1

0

How can I detox my body in one day?

1

1

0

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

The observed questions cluster around detection timelines, alcohol effects and whether rehab involves payment. Each recorded question drew a company mention but no recommendation, which is consistent with the broader pattern rather than proof of missing content.

These are answer observations, not search volume or verified demand. Before proposing new pages, we would check whether the site already covers each question and whether the existing answer is accurate and complete.

Content briefs would then target the questions where coverage is thin or unclear, written around what buyers actually ask.

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 produces a baseline scorecard, a scoped fact-review register and a page and source shortlist, each with an owner and evidence requirement. The second month turns verified facts into approved page briefs and justified publisher requests, with confirmed edits and no-change decisions recorded separately.

The final month delivers buyer-content briefs and a fresh scorecard. Completed work is recorded separately from measured answer outcomes, and the comparability limits stay visible.

Nothing in this plan guarantees a change in visibility or endorsement; it establishes the verified groundwork those outcomes would depend on.

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 265 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 728 captured answers and 3752 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

Oct 2026

108

6

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

Nov 2026

265

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.

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

The visibility rates rest on answers that met the benchmark's inclusion rules, and the exact collection dates for the original answers have not been verified. A company counts as recommended only when an answer endorses it with positive wording; placements sit inside recommendations rather than adding to them.

Answers can mention several companies, so counts cannot be summed into distinct answers. The monthly samples differ, so comparisons describe recorded movement without establishing why it occurred. Cited pages and disputed claims still need independent verification.

Our first three priorities

First, verify the insurance-acceptance claims against current primary sources, since both high-priority conflicts sit there and nothing should be corrected before that check. Second, review the most-cited company pages and the selected external pages, deciding which need briefs and which need publisher requests.

Third, prepare buyer-question briefs for the detection and payment topics, checking existing coverage first. Throughout, keep the zero-recommendation baseline in view so progress is judged against verified work rather than assumed gains.

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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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