Mental Health Treatment Centers in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Mark HuntleyBy Mark HuntleyFounder and CEO
22 minutes read

Key Takeaways

  • McLean Hospital leads the field, appearing in more than half of the included answers and receiving the most recommendations.
  • Acadia Healthcare is mentioned often but recommended far less often, suggesting a positioning issue rather than a reach problem.
  • Discovery Mood & Anxiety shows almost no presence and several high-severity conflicts, including whether a residential location is open.
  • The recommended workflow starts with a baseline scorecard, then moves to fact checks, owned-page reviews, third-party source review, and buyer-question content.

Companies covered: Sierra Tucson, Skyland Trail, McLean Hospital, Acadia Healthcare, Newport Healthcare, Silver Hill Hospital, The Menninger Clinic, Lindner Center of HOPE, Discovery Mood & Anxiety, Rogers Behavioral Health

Answer Capsule

The November 2026 Mental Health Treatment Centers benchmark compares 10 companies across 214 AI answers that met its inclusion rules. McLean Hospital recorded 117 mentions and 103 recommendations (48.13% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.

We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.

Executive industry diagnosis

Questions This Section Answers

  • What does the Mental Health Treatment Centers benchmark show about mentions, recommendations and placement?

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

McLean Hospital

117

54.67%

103

48.13%

99

46.26%

52

24.30%

2

Skyland Trail

57

26.64%

53

24.77%

44

20.56%

19

8.88%

3

The Menninger Clinic

57

26.64%

52

24.30%

27

12.62%

5

2.34%

4

Silver Hill Hospital

43

20.09%

41

19.16%

37

17.29%

5

2.34%

5

Rogers Behavioral Health

38

17.76%

35

16.36%

26

12.15%

9

4.21%

6

Sierra Tucson

41

19.16%

34

15.89%

19

8.88%

7

3.27%

7

Lindner Center of HOPE

26

12.15%

20

9.35%

12

5.61%

1

0.47%

8

Acadia Healthcare

26

12.15%

5

2.34%

5

2.34%

1

0.47%

9

Newport Healthcare

2

0.93%

1

0.47%

1

0.47%

0

0.00%

10

Discovery Mood & Anxiety

1

0.47%

0

0.00%

0

0.00%

0

0.00%

The peer set is sharply tiered. One hospital is named in roughly half of the included answers and recommended in nearly as many, while the next group clusters well below it and the remainder trail far behind. The gap between the leader and the chasing pack is the defining feature of this market, not a marginal difference.

Recommendation strength tracks mention strength closely for most of the field, which suggests that when these centers appear they tend to appear favorably. The exception is Acadia Healthcare, which is mentioned far more often than it is recommended. That pattern points to a framing or positioning question worth examining rather than a reach problem.

For a client in this category, the practical implication is that broad presence alone will not move the needle. The agency would start by mapping where a given center sits on the mention-to-recommendation spectrum, then focus effort on the specific questions and sources where favorable endorsement is plausible.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly Mental Health Treatment Centers snapshots?

Company

Jul 2026

Aug 2026

Sep 2026

Oct 2026

Nov 2026

McLean Hospital

87 / 175 (49.71%)

92 / 203 (45.32%)

83 / 211 (39.34%)

78 / 185 (42.16%)

103 / 214 (48.13%)

Skyland Trail

72 / 175 (41.14%)

55 / 203 (27.09%)

44 / 211 (20.85%)

38 / 185 (20.54%)

53 / 214 (24.77%)

The Menninger Clinic

40 / 175 (22.86%)

43 / 203 (21.18%)

38 / 211 (18.01%)

37 / 185 (20.00%)

52 / 214 (24.30%)

Silver Hill Hospital

45 / 175 (25.71%)

42 / 203 (20.69%)

34 / 211 (16.11%)

31 / 185 (16.76%)

41 / 214 (19.16%)

Rogers Behavioral Health

41 / 175 (23.43%)

34 / 203 (16.75%)

20 / 211 (9.48%)

19 / 185 (10.27%)

35 / 214 (16.36%)

Sierra Tucson

43 / 175 (24.57%)

23 / 203 (11.33%)

25 / 211 (11.85%)

20 / 185 (10.81%)

34 / 214 (15.89%)

Lindner Center of HOPE

42 / 175 (24.00%)

25 / 203 (12.32%)

16 / 211 (7.58%)

14 / 185 (7.57%)

20 / 214 (9.35%)

Acadia Healthcare

1 / 175 (0.57%)

2 / 203 (0.99%)

3 / 211 (1.42%)

2 / 185 (1.08%)

5 / 214 (2.34%)

Newport Healthcare

2 / 175 (1.14%)

7 / 203 (3.45%)

2 / 211 (0.95%)

1 / 185 (0.54%)

1 / 214 (0.47%)

Discovery Mood & Anxiety

0 / 175 (0.00%)

2 / 203 (0.99%)

2 / 211 (0.95%)

5 / 185 (2.70%)

0 / 214 (0.00%)

Across the selected monthly samples, most of the tracked centers show higher mention and recommendation counts in the latest month than in the prior one. The samples differ in size and composition between months, so these movements describe what was recorded rather than a like-for-like performance change.

Several centers moved substantially in both directions over the five months shown, which argues for treating each month as a separate snapshot. The agency would document sample coverage alongside every scorecard so future comparisons are read with the right caveats, and would avoid drawing trend conclusions from any single month.

AI recommendation trend

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

0%15%30%45%60%Jul 2026Aug 2026Sep 2026Oct 2026Nov 2026Jul 2026: 49.71%Aug 2026: 45.32%Sep 2026: 39.34%Oct 2026: 42.16%Nov 2026: 48.13%Jul 2026: 41.14%Aug 2026: 27.09%Sep 2026: 20.85%Oct 2026: 20.54%Nov 2026: 24.77%Jul 2026: 22.86%Aug 2026: 21.18%Sep 2026: 18.01%Oct 2026: 20.00%Nov 2026: 24.30%Jul 2026: 25.71%Aug 2026: 20.69%Sep 2026: 16.11%Oct 2026: 16.76%Nov 2026: 19.16%Jul 2026: 23.43%Aug 2026: 16.75%Sep 2026: 9.48%Oct 2026: 10.27%Nov 2026: 16.36%Jul 2026: 24.57%Aug 2026: 11.33%Sep 2026: 11.85%Oct 2026: 10.81%Nov 2026: 15.89%Jul 2026: 24.00%Aug 2026: 12.32%Sep 2026: 7.58%Oct 2026: 7.57%Nov 2026: 9.35%Jul 2026: 0.57%Aug 2026: 0.99%Sep 2026: 1.42%Oct 2026: 1.08%Nov 2026: 2.34%Jul 2026: 1.14%Aug 2026: 3.45%Sep 2026: 0.95%Oct 2026: 0.54%Nov 2026: 0.47%Jul 2026: 0.00%Aug 2026: 0.99%Sep 2026: 0.95%Oct 2026: 2.70%Nov 2026: 0.00%
  • McLean Hospital48.13%
  • Skyland Trail24.77%
  • The Menninger Clinic24.30%
  • Silver Hill Hospital19.16%
  • Rogers Behavioral Health16.36%
  • Sierra Tucson15.89%
  • Lindner Center of HOPE9.35%
  • Acadia Healthcare2.34%
  • Newport Healthcare0.47%
  • Discovery Mood & Anxiety0.00%

Separate selected monthly samples. Missing points are unavailable, not zero. Provider/prompt equivalence is unverified; rate movement does not demonstrate causation.

Company-by-company findings

Sierra Tucson

Questions This Section Answers

  • What measured visibility pattern and review priority does Sierra Tucson have in Mental Health Treatment Centers?

Sierra Tucson recorded 41 mentions (19.16%) and 34 recommendations (15.89%) across 214 answers included in the benchmark. Top 3 placements numbered 19; first-place recommendations numbered 7. Framing among its mentions was 40 positive, 1 neutral and 0 negative.

From October 2026 to November 2026, Sierra Tucson's mention count rose from 22 to 41, while its recommendation count rose from 20 to 34. The recommendation rate was 10.81% and 15.89% respectively.

AI answers contained 8 conflicting claims about Sierra Tucson: 0 critical, 5 high, 0 medium, 3 low. Of these, 5 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

monthly price

high

$40,000–$70,000+/month (up to $100,000+)

$55,000–$130,000/month

monthly price

high

$40,000–$70,000+/month (up to $100,000+)

$55,000–$130,000/month

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What are the best inpatient mental health facilities in Arizona?

3

3

3

What is the best mental health facility in Tucson?

3

3

3

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

Selected owned-page review candidate: https://sierratucson.com/.

Selected third-party review candidate: https://recovery.com/sierra-tucson/.

Sierra Tucson sits in the middle of the field, with strong recommendation reach relative to its overall mention volume. Its recorded conflicts center on pricing, which is exactly the kind of claim that shapes buyer expectations before a first call. The agency would propose a fact-check of the pricing statements against current primary sources, then a page brief for the owned site and a review of the third-party profile, treating any correction as conditional on verification.

Skyland Trail

Questions This Section Answers

  • What measured visibility pattern and review priority does Skyland Trail have in Mental Health Treatment Centers?

Skyland Trail recorded 57 mentions (26.64%) and 53 recommendations (24.77%) across 214 answers included in the benchmark. Top 3 placements numbered 44; first-place recommendations numbered 19. Framing among its mentions was 53 positive, 4 neutral and 0 negative.

From October 2026 to November 2026, Skyland Trail's mention count rose from 48 to 57, while its recommendation count rose from 38 to 53. The recommendation rate was 20.54% and 24.77% respectively.

AI answers contained 10 conflicting claims about Skyland Trail: 1 critical, 1 high, 8 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

adolescent anxiety minimal-symptom rate

medium

29% reaching minimal symptoms

63% discharged with minimal symptoms

adolescent anxiety minimal-symptom rate

medium

29% reaching minimal symptoms

63% discharged with minimal symptoms

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best inpatient mental health facility in the US?

6

2

2

best bipolar treatment centers in the world

2

2

2

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

Selected owned-page review candidate: https://skylandtrail.org/our-programs/what-we-treat/bipolar/adult-bipolar/.

Selected third-party review candidate: https://google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKemVYWjNjQRgK.

Skyland Trail holds a strong second-tier position, with most of its mentions carrying recommendations and a healthy share of top placements. Its recorded conflicts concern adolescent outcome figures, a sensitive claim for families comparing programs. The agency would propose verifying those figures against current primary sources before any correction, and would prepare a brief for the bipolar program page plus a review of the third-party listing.

McLean Hospital

Questions This Section Answers

  • What measured visibility pattern and review priority does McLean Hospital have in Mental Health Treatment Centers?

McLean Hospital recorded 117 mentions (54.67%) and 103 recommendations (48.13%) across 214 answers included in the benchmark. Top 3 placements numbered 99; first-place recommendations numbered 52. Framing among its mentions was 113 positive, 4 neutral and 0 negative.

From October 2026 to November 2026, McLean Hospital's mention count rose from 101 to 117, while its recommendation count rose from 78 to 103. The recommendation rate was 42.16% and 48.13% respectively.

AI answers contained 12 conflicting claims about McLean Hospital: 0 critical, 0 high, 8 medium, 4 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

Georgina's diagnosis

medium

Georgina has schizophrenia

Georgina has severe depression and detachment

U.S. News psychiatry ranking (#1 vs #2)

low

McLean ranked #2, Mass General #1

McLean consistently contends for / alternates at #1

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best inpatient mental health facility in the US?

6

6

6

What is the best mental health treatment center in the world?

6

6

6

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

Selected owned-page review candidate: https://mcleanhospital.org/news/mclean-hospital-named-1-hospital-america-psychiatry-second-consecutive-year.

Selected third-party review candidate: https://health.usnews.com/best-hospitals/rankings/psychiatry.

McLean Hospital is the clear category leader, appearing in more than half of the included answers and recommended in most of them. Its recorded conflicts are lower severity and include ranking and fictional-character details rather than core service claims. The agency would propose a light-touch fact check on the ranking language and a review of the owned news page and the third-party ranking source, since defending a leading position depends on staying accurate.

Acadia Healthcare

Questions This Section Answers

  • What measured visibility pattern and review priority does Acadia Healthcare have in Mental Health Treatment Centers?

Acadia Healthcare recorded 26 mentions (12.15%) and 5 recommendations (2.34%) across 214 answers included in the benchmark. Top 3 placements numbered 5; first-place recommendations numbered 1. Framing among its mentions was 17 positive, 9 neutral and 0 negative.

From October 2026 to November 2026, Acadia Healthcare's mention count rose from 21 to 26, while its recommendation count rose from 2 to 5. The recommendation rate was 1.08% and 2.34% respectively.

AI answers contained 29 conflicting claims about Acadia Healthcare: 0 critical, 4 high, 16 medium, 9 low. Of these, 4 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

day trading range

low

$29.02 - $30.02

$29.35 - $31.61

founder's current role / ownership involvement

medium

Reeve Waud founded Acadia but no longer owns/controls it; Waud Capital fully exited in 2017

Reeve Waud remains Chairman of the Board and founder still involved

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

Where can I send my troubled child in Arizona?

1

1

1

ptsd treatment facilities

1

1

1

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

Selected owned-page review candidate: https://acadiahealthcare.com/.

Selected third-party review candidate: https://marketbeat.com/stocks/NASDAQ/ACHC/forecast/.

Acadia Healthcare is mentioned reasonably often but rarely recommended, a gap that stands out against its peers. Its recorded conflicts include corporate and ownership details that could confuse how the brand is described. The agency would propose a fact-check of the corporate claims and a review of the owned site and the investor-facing source, then examine whether the neutral framing in answers reflects how the company is characterized rather than how often it appears.

Newport Healthcare

Questions This Section Answers

  • What measured visibility pattern and review priority does Newport Healthcare have in Mental Health Treatment Centers?

Newport Healthcare recorded 2 mentions (0.93%) and 1 recommendation (0.47%) across 214 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 1 positive, 1 neutral and 0 negative.

From October 2026 to November 2026, Newport Healthcare's mention count fell from 3 to 2, while its recommendation count stayed at 1. The recommendation rate was 0.54% and 0.47% respectively. The count was unchanged: the rate difference comes from dividing it by 185 answers in October 2026 and 214 in November.

AI answers contained 0 conflicting claims about Newport Healthcare: 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 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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

teen php

1

1

1

mens mental health

1

1

0

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

Selected owned-page review candidate: https://newporthealthcare.com/about-us/mission-history/.

Selected third-party review candidate: https://hcafloridahealthcare.com/healthy-living/blog/mens-mental-health-challenges-that-shouldnt-be-ignored.

Newport Healthcare has very limited recorded presence, with a single recommendation and no first-place placements. There are no recorded conflicts to resolve, so the immediate work is about understanding the thin footprint rather than correcting errors. The agency would propose reviewing the owned mission page and the third-party article, and would set no performance target until the reasons for the low presence are better understood.

Silver Hill Hospital

Questions This Section Answers

  • What measured visibility pattern and review priority does Silver Hill Hospital have in Mental Health Treatment Centers?

Silver Hill Hospital recorded 43 mentions (20.09%) and 41 recommendations (19.16%) across 214 answers included in the benchmark. Top 3 placements numbered 37; first-place recommendations numbered 5. Framing among its mentions was 41 positive, 2 neutral and 0 negative.

From October 2026 to November 2026, Silver Hill Hospital's mention count rose from 35 to 43, while its recommendation count rose from 31 to 41. The recommendation rate was 16.76% and 19.16% respectively.

AI answers contained 4 conflicting claims about Silver Hill Hospital: 0 critical, 0 high, 4 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

inpatient bed count

medium

39 licensed inpatient beds

42 inpatient beds

inpatient bed count

medium

39 licensed inpatient beds

42 inpatient beds

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best psychiatric hospital in CT?

4

4

4

bpd treatment centers

2

2

2

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

Selected owned-page review candidate: https://silverhillhospital.org/what-we-treat/ct-anxiety-and-depression-treatment-center/.

Selected third-party review candidate: https://insurancedatanow.org/medicare/06840/hospitals/silver-hill-hospital-inc-new-canaan-ct/.

Silver Hill Hospital performs solidly in the second tier, with most of its mentions recommended and a strong share of top placements. Its recorded conflicts are modest and concern inpatient bed counts, a factual detail that is easy to verify. The agency would propose confirming the current bed count against primary sources, then a brief for the anxiety and depression program page and a review of the third-party hospital listing.

The Menninger Clinic

Questions This Section Answers

  • What measured visibility pattern and review priority does The Menninger Clinic have in Mental Health Treatment Centers?

The Menninger Clinic recorded 57 mentions (26.64%) and 52 recommendations (24.30%) across 214 answers included in the benchmark. Top 3 placements numbered 27; first-place recommendations numbered 5. Framing among its mentions was 54 positive, 3 neutral and 0 negative.

From October 2026 to November 2026, The Menninger Clinic's mention count rose from 40 to 57, while its recommendation count rose from 37 to 52. The recommendation rate was 20.00% and 24.30% respectively.

AI answers contained 5 conflicting claims about The Menninger Clinic: 0 critical, 0 high, 0 medium, 5 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

founding year

low

founded 1925

founded 1919

which president awarded Presidential Medal of Freedom

low

awarded by President Jimmy Carter

awarded by President Ronald Reagan

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best inpatient mental health facility in the US?

6

4

4

What is the best mental health inpatient facility in the US?

5

4

4

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

Selected owned-page review candidate: https://menningerclinic.org/.

Selected third-party review candidate: https://en.wikipedia.org/wiki/Menninger_Foundation.

The Menninger Clinic has recommendation reach close to its mention volume, but first-place placements are comparatively rare, so it is frequently endorsed without leading the answer. Its recorded conflicts are low severity and historical, covering founding details and an award. The agency would propose verifying those historical facts and reviewing the owned site and the encyclopedia entry, while examining what distinguishes the answers where it leads from those where it is simply named.

Lindner Center of HOPE

Questions This Section Answers

  • What measured visibility pattern and review priority does Lindner Center of HOPE have in Mental Health Treatment Centers?

Lindner Center of HOPE recorded 26 mentions (12.15%) and 20 recommendations (9.35%) across 214 answers included in the benchmark. Top 3 placements numbered 12; first-place recommendations numbered 1. Framing among its mentions was 21 positive, 5 neutral and 0 negative.

From October 2026 to November 2026, Lindner Center of HOPE's mention count rose from 25 to 26, while its recommendation count rose from 14 to 20. The recommendation rate was 7.57% and 9.35% respectively.

AI answers contained 0 conflicting claims about Lindner Center of HOPE: 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 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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

bipolar depression treatment centers

2

2

2

Where is the best inpatient mental health facility?

4

2

1

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

Selected owned-page review candidate: https://lindnercenterofhope.org/bipolar-residential-treatment-adults/.

Selected third-party review candidate: https://addictionresource.net/mental-health-rehab-centers/.

Lindner Center of HOPE shows moderate presence with most mentions recommended, though first-place placements are uncommon. There are no recorded conflicts, so the work is about strengthening positioning rather than correcting errors. The agency would propose reviewing the bipolar residential page and the third-party rehab directory, and would look at the observed questions where it is mentioned but not recommended to understand the framing gap.

Discovery Mood & Anxiety

Questions This Section Answers

  • What measured visibility pattern and review priority does Discovery Mood & Anxiety have in Mental Health Treatment Centers?

Discovery Mood & Anxiety recorded 1 mentions (0.47%) and 0 recommendations (0.00%) across 214 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 1 neutral and 0 negative.

From October 2026 to November 2026, Discovery Mood & Anxiety's mention count fell from 8 to 1, while its recommendation count fell from 5 to 0. The recommendation rate was 2.70% and 0.00% respectively.

AI answers contained 9 conflicting claims about Discovery Mood & Anxiety: 9 critical, 0 high, 0 medium, 0 low. Of these, 9 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.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

is the Irving residential location open or closed

critical

open / operating residential facility

closed

is the Irving residential location open or closed

critical

open / operating residential facility

closed

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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

anxiety counseling san diego

1

1

0

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

Selected owned-page review candidate: https://discoverymood.com/.

Selected third-party review candidate: https://recovery.com/discovery-mood-irving-texas/.

Discovery Mood & Anxiety has almost no recorded presence and no recommendations in the latest sample, a sharp change from the prior month. Its recorded conflicts are all high severity and concern whether a residential location is open, which is a serious question for families. The agency would propose verifying the location status against current primary sources as the first priority, then reviewing the owned site and the third-party profile before considering any broader content work.

Rogers Behavioral Health

Questions This Section Answers

  • What measured visibility pattern and review priority does Rogers Behavioral Health have in Mental Health Treatment Centers?

Rogers Behavioral Health recorded 38 mentions (17.76%) and 35 recommendations (16.36%) across 214 answers included in the benchmark. Top 3 placements numbered 26; first-place recommendations numbered 9. Framing among its mentions was 36 positive, 2 neutral and 0 negative.

From October 2026 to November 2026, Rogers Behavioral Health's mention count rose from 28 to 38, while its recommendation count rose from 19 to 35. The recommendation rate was 10.27% and 16.36% respectively.

AI answers contained 0 conflicting claims about Rogers Behavioral Health: 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 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.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

best ocd treatment centers in the us

2

2

2

dbt residential treatment centers

2

2

2

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

Selected owned-page review candidate: https://rogersbh.org/mental-health-treatment/ocd-treatment/.

Selected third-party review candidate: https://acadiahealthcare.com/programming-treatment/trauma/.

Rogers Behavioral Health performs well, with most mentions recommended and a solid share of top placements. There are no recorded conflicts, so the opportunity is about extending reach on the specific conditions where it already appears favorably. The agency would propose reviewing the OCD treatment page and the third-party trauma program page, and would build briefs around the observed condition-specific questions rather than pursuing broad visibility.

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The CiteWorks five-step improvement plan

Step 1. Establish the baseline

Questions This Section Answers

  • What should the agency deliver when it works to establish the baseline for Mental Health Treatment Centers?

Build a cohort scorecard that records each center's mentions, recommendations, top placements and first-place placements as separate measures, with the sample coverage noted beside them. Document how future months will be compared so that changes in sample size are never read as performance shifts. Assign an owner and review status to every record.

Step 2. Verify disputed facts

Questions This Section Answers

  • What should the agency deliver when it works to verify disputed facts for Mental Health Treatment Centers?

AI answers contained 77 conflicting claims across 7 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

Work through the recorded conflicting claims company by company, starting with the high-severity items. For each, confirm the entity, the date and the primary source before deciding whether a correction is warranted. Claims with uncertain company matches stay outside the correction queue, and no correction is proposed until verification is complete.

Step 3. Review owned pages

Questions This Section Answers

  • What should the agency deliver when it works to review owned pages for Mental Health Treatment Centers?

Turn the supplied owned-page candidates into page briefs. Each brief should state what needs verifying, what the page is meant to accomplish for a buyer, and what evidence would justify an edit. Briefs are proposals for review, not instructions to change pages, and edits wait on confirmed facts.

Step 4. Review third-party sources

Questions This Section Answers

  • What should the agency deliver when it works to review third-party sources for Mental Health Treatment Centers?

Prepare source-review packages for the third-party pages, distinguishing between pages that merely cite a center and pages that could plausibly carry an error. Verify current page contents before any request, and record requests and responses separately from confirmed edits. A citation alone does not show that a source influenced an answer.

Step 5. Address buyer questions and measure again

Questions This Section Answers

  • What should the agency deliver when it works to address buyer questions and measure again for Mental Health Treatment Centers?

Draft content briefs from the observed buyer questions, focusing on the condition-specific and location-specific queries where centers already appear. Track delivered work separately from answer outcomes, and plan a fresh scorecard so the next comparison is documented on the same basis as the baseline.

Third-party authority and citation opportunities

Questions This Section Answers

  • Which cited publisher pages support targeted source review in Mental Health Treatment Centers?

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://health.usnews.com/best-hospitals/rankings/psychiatry

44

McLean Hospital

https://addictionresource.net/mental-health-rehab-centers/

20

Lindner Center of HOPE

https://medscape.com/viewarticle/top-us-psychiatric-hospitals-ranked-2025a1000k7l

11

McLean Hospital

https://adaa.org/find-help/treatment-help/residential-treatment-centers

10

Lindner Center of HOPE

https://recovery.com/sierra-tucson/

8

Sierra Tucson

https://theclearingnw.com/blog/sierra-tucson-cost-feature-comparison-ratings-reviews

8

Sierra Tucson

https://en.wikipedia.org/wiki/Menninger_Foundation

7

The Menninger Clinic

https://marketbeat.com/stocks/NASDAQ/ACHC/forecast/

6

Acadia Healthcare

https://acadiahealthcare.com/programming-treatment/trauma/

4

Rogers Behavioral Health

https://google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhKemVYWjNjQRgK

4

Skyland Trail

These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.

The publisher list should be prioritized by relevance and by whether a center's own facts are at stake, not by citation volume alone. The psychiatry rankings page and the Medscape ranking article are the most-cited sources here and bear directly on how leading hospitals are described, so they warrant early review. The addiction and treatment directories matter for the mid-tier centers.

Before any request, the agency would verify what each page currently says and whether a discrepancy actually exists. Several listed pages are company-owned or investor-facing rather than independent publishers, and those are better treated as owned-content reviews. Citation appearances show that a page was referenced, not that it shaped the answer.

What we'd prioritize first

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 priority is the baseline scorecard and the fact-review register, because several centers have high-severity conflicts that could mislead families before they ever contact a program. Discovery Mood & Anxiety and Sierra Tucson stand out for verification, the former on location status and the latter on pricing.

The second priority is the positioning gap at Acadia Healthcare, where reach far outstrips endorsement, and the thin footprint at Newport Healthcare, where the causes need understanding before any target is set. Page and source briefs follow once facts are confirmed, with buyer-question content and a fresh scorecard in the final stretch.

Methodology and conclusion

Questions This Section Answers

  • What do the Mental Health Treatment Centers sample and source-review limits allow us to conclude?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 214 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 664 captured answers and 3633 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

175

6

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

Aug 2026

203

6

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

Sep 2026

211

6

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

Oct 2026

185

6

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

Nov 2026

214

6

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

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

The visibility figures describe how often each center appeared and was endorsed across the included answers, not customer satisfaction or market share. Because an answer can name several centers, company counts cannot be summed into a total. The monthly samples differ, so comparisons show recorded movement without establishing why it occurred.

The proposed work is a sequence of verification and content steps, not a promise of improved placement. The agency would keep completed work separate from measured outcomes and re-measure on a documented basis, so the next report can distinguish real change from differences in the sample.

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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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