DUI Lawyers in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Mark HuntleyBy Mark HuntleyFounder and CEO
21 minutes read

Key Takeaways

  • Manshoory Law Group led the peer set with the most mentions, recommendations, and first-place placements.
  • DUI Defense Lawyers appeared often but received no recommendations, showing that visibility alone did not create endorsement.
  • Wallin & Klarich, Chambers Law Firm, and Esfandi Law Group were recommended when mentioned, but rarely or never ranked first.
  • Several firms had no recorded mentions or recommendations, so entity matching and source verification are needed before any content changes.

Companies covered: Bruno Nalu, Hawk Law Group, Wallin & Klarich, Chambers Law Firm, Esfandi Law Group, DUI Defense Lawyers, Manshoory Law Group, The Nieves Law Firm, The Kavinoky Law Firm, Greg Hill & Associates

Answer Capsule

The November 2026 DUI Lawyers benchmark compares 10 companies across 102 AI answers that met its inclusion rules. Manshoory Law Group recorded 18 mentions and 17 recommendations (16.67% 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 DUI Lawyers benchmark show about mentions, recommendations and placement?

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

Manshoory Law Group

18

17.65%

17

16.67%

17

16.67%

13

12.75%

2

Wallin & Klarich

13

12.75%

13

12.75%

8

7.84%

4

3.92%

3

Chambers Law Firm

7

6.86%

7

6.86%

7

6.86%

0

0.00%

4

Esfandi Law Group

4

3.92%

4

3.92%

2

1.96%

0

0.00%

5

Bruno Nalu

0

0.00%

0

0.00%

0

0.00%

0

0.00%

5

DUI Defense Lawyers

63

61.76%

0

0.00%

0

0.00%

0

0.00%

5

Greg Hill & Associates

0

0.00%

0

0.00%

0

0.00%

0

0.00%

5

Hawk Law Group

0

0.00%

0

0.00%

0

0.00%

0

0.00%

5

The Kavinoky Law Firm

0

0.00%

0

0.00%

0

0.00%

0

0.00%

5

The Nieves Law Firm

0

0.00%

0

0.00%

0

0.00%

0

0.00%

The peer set shows two distinct patterns. Manshoory Law Group and Wallin & Klarich are endorsed in most of the answers where they appear, and Manshoory also holds a strong share of first-place positions. Chambers Law Firm and Esfandi Law Group are endorsed whenever they appear but rarely reach first place. That gap between being named and being ranked first is the practical battleground.

DUI Defense Lawyers is the outlier. It appears in a large share of answers yet receives no endorsements and no positive framing, so its presence is neutral name-dropping rather than endorsement. Several firms record nothing at all. For a business reader, the lesson is that visibility without endorsement carries little weight, and the agency's first job is to understand why some names are endorsed and others merely listed.

We would treat the endorsement gap, not raw mention volume, as the primary scorecard measure, and propose a cohort scorecard that separates mentions, endorsements and first-place positions so each firm's next step is grounded in its own pattern.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly DUI Lawyers snapshots?

Company

Jul 2026

Aug 2026

Sep 2026

Oct 2026

Nov 2026

Manshoory Law Group

4 / 61 (6.56%)

5 / 68 (7.35%)

9 / 74 (12.16%)

19 / 84 (22.62%)

17 / 102 (16.67%)

Wallin & Klarich

12 / 61 (19.67%)

13 / 68 (19.12%)

15 / 74 (20.27%)

13 / 84 (15.48%)

13 / 102 (12.75%)

Chambers Law Firm

1 / 61 (1.64%)

0 / 68 (0.00%)

0 / 74 (0.00%)

2 / 84 (2.38%)

7 / 102 (6.86%)

Esfandi Law Group

0 / 61 (0.00%)

0 / 68 (0.00%)

3 / 74 (4.05%)

3 / 84 (3.57%)

4 / 102 (3.92%)

Bruno Nalu

0 / 61 (0.00%)

0 / 68 (0.00%)

0 / 74 (0.00%)

0 / 84 (0.00%)

0 / 102 (0.00%)

DUI Defense Lawyers

0 / 61 (0.00%)

0 / 68 (0.00%)

0 / 74 (0.00%)

0 / 84 (0.00%)

0 / 102 (0.00%)

Greg Hill & Associates

1 / 61 (1.64%)

0 / 68 (0.00%)

1 / 74 (1.35%)

1 / 84 (1.19%)

0 / 102 (0.00%)

Hawk Law Group

0 / 61 (0.00%)

0 / 68 (0.00%)

0 / 74 (0.00%)

0 / 84 (0.00%)

0 / 102 (0.00%)

The Kavinoky Law Firm

0 / 61 (0.00%)

0 / 68 (0.00%)

0 / 74 (0.00%)

0 / 84 (0.00%)

0 / 102 (0.00%)

The Nieves Law Firm

0 / 61 (0.00%)

0 / 68 (0.00%)

2 / 74 (2.70%)

1 / 84 (1.19%)

0 / 102 (0.00%)

The monthly samples are separate selections, so the movement shown should be read as recorded change rather than like-for-like performance. Manshoory Law Group's recommendation count eased while its mention count also eased. Wallin & Klarich's recommendation count held steady while its mention count fell. Chambers Law Firm and Esfandi Law Group both improved their recorded recommendation counts.

Several firms moved to or stayed at zero. The Nieves Law Firm and Greg Hill & Associates each dropped from a small recorded presence to none, while Bruno Nalu and The Kavinoky Law Firm remained at zero throughout. Because the answer samples differ between months, these shifts cannot be attributed to any cause, and the agency would document comparability before drawing conclusions.

We would build a snapshot history that records each month's sample size alongside the results, so future comparisons are clearly labelled as separate samples. That record protects clients from over-reading a single month's movement and gives the agency a defensible baseline for proposed work.

AI recommendation trend

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

0%10%20%30%40%Jul 2026Aug 2026Sep 2026Oct 2026Nov 2026Jul 2026: 6.56%Aug 2026: 7.35%Sep 2026: 12.16%Oct 2026: 22.62%Nov 2026: 16.67%Jul 2026: 19.67%Aug 2026: 19.12%Sep 2026: 20.27%Oct 2026: 15.48%Nov 2026: 12.75%Jul 2026: 1.64%Aug 2026: 0.00%Sep 2026: 0.00%Oct 2026: 2.38%Nov 2026: 6.86%Jul 2026: 0.00%Aug 2026: 0.00%Sep 2026: 4.05%Oct 2026: 3.57%Nov 2026: 3.92%Jul 2026: 0.00%Aug 2026: 0.00%Sep 2026: 0.00%Oct 2026: 0.00%Nov 2026: 0.00%Jul 2026: 0.00%Aug 2026: 0.00%Sep 2026: 0.00%Oct 2026: 0.00%Nov 2026: 0.00%Jul 2026: 1.64%Aug 2026: 0.00%Sep 2026: 1.35%Oct 2026: 1.19%Nov 2026: 0.00%Jul 2026: 0.00%Aug 2026: 0.00%Sep 2026: 0.00%Oct 2026: 0.00%Nov 2026: 0.00%Jul 2026: 0.00%Aug 2026: 0.00%Sep 2026: 0.00%Oct 2026: 0.00%Nov 2026: 0.00%Jul 2026: 0.00%Aug 2026: 0.00%Sep 2026: 2.70%Oct 2026: 1.19%Nov 2026: 0.00%
  • Manshoory Law Group16.67%
  • Wallin & Klarich12.75%
  • Chambers Law Firm6.86%
  • Esfandi Law Group3.92%
  • Bruno Nalu0.00%
  • DUI Defense Lawyers0.00%
  • Greg Hill & Associates0.00%
  • Hawk Law Group0.00%
  • The Kavinoky Law Firm0.00%
  • The Nieves Law Firm0.00%

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

Bruno Nalu

Questions This Section Answers

  • What measured visibility pattern and review priority does Bruno Nalu have in DUI Lawyers?

Bruno Nalu recorded 0 mentions (0.00%) and 0 recommendations (0.00%) across 102 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, Bruno Nalu's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

AI answers contained 0 conflicting claims about Bruno Nalu: 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.

No results are available for this part of the analysis.

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

Bruno Nalu has no recorded mentions or recommendations in the current sample, and no conflicting claims surfaced. Before setting any target, the agency would confirm the entity match and check whether the firm appears under a variant name. Proposed work is a conditional review: if the firm is correctly identified and relevant to the observed questions, prepare a page brief; otherwise keep it outside the correction queue.

Hawk Law Group

Questions This Section Answers

  • What measured visibility pattern and review priority does Hawk Law Group have in DUI Lawyers?

Hawk Law Group recorded 0 mentions (0.00%) and 0 recommendations (0.00%) across 102 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, Hawk Law Group's mention count fell from 1 to 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

AI answers contained 0 conflicting claims about Hawk Law Group: 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.

No results are available for this part of the analysis.

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

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

Hawk Law Group recorded no mentions or recommendations this month, after a single mention the prior month, and no conflicting claims were found. The absence of endorsement is the starting fact, not a verdict on the firm. Proposed work is a conditional owned-page review of the supplied site, verifying current content against primary sources before any brief is written, and confirming the entity match first.

Wallin & Klarich

Questions This Section Answers

  • What measured visibility pattern and review priority does Wallin & Klarich have in DUI Lawyers?

Wallin & Klarich recorded 13 mentions (12.75%) and 13 recommendations (12.75%) across 102 answers included in the benchmark. Top 3 placements numbered 8; first-place recommendations numbered 4. Framing among its mentions was 13 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, Wallin & Klarich's mention count fell from 19 to 13, while its recommendation count stayed at 13. The recommendation rate was 15.48% and 12.75% respectively. The count was unchanged: the rate difference comes from dividing it by 84 answers in October 2026 and 102 in November.

AI answers contained 0 conflicting claims about Wallin & Klarich: 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

orange dwi lawyer

2

2

2

criminal defense attorney west covina

1

1

1

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

Selected third-party review candidate: https://m.yelp.com/search?find_desc=Dui+Attorney&find_loc=San+Bernardino%2C+CA.

Wallin & Klarich is strongly recommended and positively framed, with a solid share of first-place positions, though it trails the leader on top placements. Its recommendation count held steady while mentions eased, and the rate difference reflects the larger answer sample rather than a change in endorsements. Proposed work is a page brief and fact check on the supplied owned and third-party sources, verifying current content before any edit is suggested.

Chambers Law Firm

Questions This Section Answers

  • What measured visibility pattern and review priority does Chambers Law Firm have in DUI Lawyers?

Chambers Law Firm recorded 7 mentions (6.86%) and 7 recommendations (6.86%) across 102 answers included in the benchmark. Top 3 placements numbered 7; first-place recommendations numbered 0. Framing among its mentions was 7 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, Chambers Law Firm's mention count rose from 2 to 7, while its recommendation count rose from 2 to 7. The recommendation rate was 2.38% and 6.86% respectively.

AI answers contained 0 conflicting claims about Chambers Law Firm: 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

dui lawyer in myrtle beach

2

2

2

criminal defense lawyer in myrtle beach

1

1

1

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

Selected third-party review candidate: https://myrtlebeachlawfirm.net/dui_defense_myrtle_beach.php.

Chambers Law Firm is recommended whenever it appears and all framing is positive, yet it holds no first-place positions. That pattern suggests reach without top billing, which is a positioning question rather than a visibility one. Proposed work is a page brief and source review focused on the questions where the firm already appears, with current primary-source verification before any change is proposed.

Esfandi Law Group

Questions This Section Answers

  • What measured visibility pattern and review priority does Esfandi Law Group have in DUI Lawyers?

Esfandi Law Group recorded 4 mentions (3.92%) and 4 recommendations (3.92%) across 102 answers included in the benchmark. Top 3 placements numbered 2; first-place recommendations numbered 0. Framing among its mentions was 4 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, Esfandi Law Group's mention count stayed at 4, while its recommendation count rose from 3 to 4. The recommendation rate was 3.57% and 3.92% respectively.

AI answers contained 0 conflicting claims about Esfandi Law Group: 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

Who are the best lawyers in LA?

2

1

1

Who is the best criminal lawyer in Los Angeles?

2

1

1

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

Selected owned-page review candidate: https://esfandilawfirm.com/carrying-knife-california-law/.

Selected third-party review candidate: https://attorneys.superlawyers.com/criminal-defense/california/los-angeles/.

Esfandi Law Group is recommended in every answer that mentions it, with positive framing, but first-place positions are limited. Its recommendation count edged up while mentions held steady. The pattern points to endorsement strength without top ranking. Proposed work is a page brief on the supplied owned page and a review of the third-party source, verifying current contents before any request or edit is proposed.

DUI Defense Lawyers

Questions This Section Answers

  • What measured visibility pattern and review priority does DUI Defense Lawyers have in DUI Lawyers?

DUI Defense Lawyers recorded 63 mentions (61.76%) and 0 recommendations (0.00%) across 102 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 63 neutral and 0 negative.

From October 2026 to November 2026, DUI Defense Lawyers' mention count rose from 3 to 63, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

AI answers contained 0 conflicting claims about DUI Defense Lawyers: 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

How much does a DUI attorney cost in Virginia?

2

2

0

Who is the best DUI lawyer in Rhode Island?

2

2

0

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

Selected third-party review candidate: https://attorneys.superlawyers.com/dui-dwi/kansas/wichita/.

DUI Defense Lawyers appears in a large share of answers but receives no recommendations and only neutral framing, so its presence reads as a listing rather than an endorsement. The gap between being named and being recommended is the central question. Proposed work is a fact check and page brief to understand how the firm is described, with current primary-source verification before any correction is considered.

Manshoory Law Group

Questions This Section Answers

  • What measured visibility pattern and review priority does Manshoory Law Group have in DUI Lawyers?

Manshoory Law Group recorded 18 mentions (17.65%) and 17 recommendations (16.67%) across 102 answers included in the benchmark. Top 3 placements numbered 17; first-place recommendations numbered 13. Framing among its mentions was 17 positive, 1 neutral and 0 negative.

From October 2026 to November 2026, Manshoory Law Group's mention count fell from 20 to 18, while its recommendation count fell from 19 to 17. The recommendation rate was 22.62% and 16.67% respectively.

AI answers contained 0 conflicting claims about Manshoory Law Group: 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 criminal defense attorney los angeles

2

2

2

Who are the best lawyers in LA?

2

1

1

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

Selected owned-page review candidate: https://manshoorylaw.com/blog/difference-between-1st-2nd-and-3rd-degree-murders/.

Selected third-party review candidate: https://google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREVm9ObXBxGAo.

Manshoory Law Group leads the peer set on mentions, recommendations and first-place positions, with almost entirely positive framing. Its counts eased slightly this month, and the rate difference reflects the larger answer sample rather than a change in endorsements. Proposed work is a page brief and fact check on the supplied owned and third-party sources, verifying current content before any edit is suggested.

The Nieves Law Firm

Questions This Section Answers

  • What measured visibility pattern and review priority does The Nieves Law Firm have in DUI Lawyers?

The Nieves Law Firm recorded 0 mentions (0.00%) and 0 recommendations (0.00%) across 102 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, The Nieves Law Firm's mention count fell from 3 to 0, while its recommendation count fell from 1 to 0. The recommendation rate was 1.19% and 0.00% respectively.

AI answers contained 0 conflicting claims about The Nieves Law Firm: 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.

No results are available for this part of the analysis.

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

Selected owned-page review candidate: https://thenieveslawfirm.com/do-police-have-to-identify-themselves/.

The Nieves Law Firm recorded no mentions or recommendations this month, down from a small presence the prior month, and no conflicting claims were found. The absence of endorsement is the starting fact. Proposed work is a conditional owned-page review of the supplied site, confirming the entity match and verifying current content against primary sources before any brief is written.

The Kavinoky Law Firm

Questions This Section Answers

  • What measured visibility pattern and review priority does The Kavinoky Law Firm have in DUI Lawyers?

The Kavinoky Law Firm recorded 0 mentions (0.00%) and 0 recommendations (0.00%) across 102 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, The Kavinoky Law Firm's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

AI answers contained 0 conflicting claims about The Kavinoky Law Firm: 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.

No results are available for this part of the analysis.

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

The Kavinoky Law Firm has no recorded mentions or recommendations in the current sample, and no conflicting claims surfaced. Before any target is set, the agency would confirm the entity match and check whether the firm appears under a variant name. Proposed work is a conditional review: if the firm is correctly identified and relevant to observed questions, prepare a page brief; otherwise keep it outside the correction queue.

Greg Hill & Associates

Questions This Section Answers

  • What measured visibility pattern and review priority does Greg Hill & Associates have in DUI Lawyers?

Greg Hill & Associates recorded 0 mentions (0.00%) and 0 recommendations (0.00%) across 102 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, Greg Hill & Associates' mention count fell from 2 to 0, while its recommendation count fell from 1 to 0. The recommendation rate was 1.19% and 0.00% respectively.

AI answers contained 0 conflicting claims about Greg Hill & Associates: 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.

No results are available for this part of the analysis.

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

Selected owned-page review candidate: https://greghillassociates.com/im-18-shes-15-were-dating-is-that-a-problem-illegal.html.

Greg Hill & Associates recorded no mentions or recommendations this month, down from a small presence the prior month, and no conflicting claims were found. The absence of endorsement is the starting fact, not a verdict on the firm. Proposed work is a conditional owned-page review of the supplied site, verifying current content against primary sources before any brief is written.

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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 DUI Lawyers?

We would open with a cohort scorecard that records each firm's mentions, recommendations and first-place positions as separate measures, with the answer sample size noted beside each month. Every record gets an owner, an evidence requirement and a review status. This gives the client a traceable baseline and makes future comparisons honest about differing samples.

Step 2. Verify disputed facts

Questions This Section Answers

  • What should the agency deliver when it works to verify disputed facts for DUI Lawyers?

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

No conflicting claims were recorded, and possible conflicts with uncertain company matches were excluded. We would still run a scoped fact-review register, resolving entity, date and source for any claim before proposing a correction. Proposed corrections require current primary-source verification, and ambiguous matches stay outside the queue.

Step 3. Review owned pages

Questions This Section Answers

  • What should the agency deliver when it works to review owned pages for DUI Lawyers?

We would assign page briefs to the supplied owned-page candidates, starting with the firms that already show recommendation strength. Each brief begins with a fact check of current page contents against primary sources, not assumptions drawn from a URL. Edits are proposed only after verification, and no-change decisions are recorded alongside confirmed edits.

Step 4. Review third-party sources

Questions This Section Answers

  • What should the agency deliver when it works to review third-party sources for DUI Lawyers?

We would prepare evidence-backed source-review packages for the supplied third-party pages, confirming what each page currently says before any request is drafted. A citation does not establish that a source influenced an answer, so requests are framed around accuracy rather than assumed influence. Responses and no-change decisions are logged separately.

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 DUI Lawyers?

We would turn the observed buyer questions into content briefs, focusing on the questions where firms already appear and where endorsement is missing. Delivered work is tracked separately from answer outcomes, so the client can see what was completed without treating it as proof of improved visibility. A fresh scorecard closes the cycle.

Third-party authority and citation opportunities

Questions This Section Answers

  • Which cited publisher pages support targeted source review in DUI Lawyers?

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdJNGREVm9ObXBxGAo

14

Esfandi Law Group, Manshoory Law Group

https://google.com/searchviewer/10?svid=CAwSGxIZCgNwdnESEkNnc3ZaeTh4ZEhabmR6VjZjURgK

7

Chambers Law Firm

https://google.com/searchviewer/10?svid=CAwSHBIaCgNwdnESE0Nnd3ZaeTh4TW14elpEWnNaR3cYCg

6

Manshoory Law Group

https://attorneys.superlawyers.com/dui-dwi/kansas/wichita/

5

DUI Defense Lawyers

https://josephhollander.com/wichita/criminal-defense-attorney/dui/

5

DUI Defense Lawyers

https://attorneys.superlawyers.com/criminal-defense/california/los-angeles/

4

Esfandi Law Group

https://m.yelp.com/search?find_desc=Dui+Attorney&find_loc=San+Bernardino%2C+CA

4

Wallin & Klarich

https://criminalduiattorneyoc.law/san-bernardino-dui-lawyer/

3

Wallin & Klarich

https://myrtlebeachlawfirm.net/dui_defense_myrtle_beach.php

1

Chambers Law Firm

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 supplied publisher pages vary in how many companies they cover, and citation appearances are counted across all captured answers rather than per company. We would prioritize pages that touch firms with the clearest recommendation gaps, then verify each page's current contents before any request. A citation is not evidence of influence, so requests are framed around accuracy and completeness.

Some selections are search-viewer links rather than publisher pages, and those need resolving to a verifiable source before review. We would separate confirmed publisher pages from unresolved links, document what each page currently says, and only then decide whether a request is justified. This keeps the authority work grounded in verified sources rather than assumptions.

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 recommendation gap, not raw visibility. DUI Defense Lawyers shows the clearest case of presence without endorsement, while Chambers Law Firm and Esfandi Law Group show endorsement without top ranking. Each needs a different brief, and both depend on verified facts before any change is proposed.

The second priority is the firms with no recorded presence, where the entity match must be confirmed before any work is scoped. The third is protecting comparability, since the monthly samples differ. We would sequence a baseline scorecard, then verified page and source briefs, then buyer-question content, recording completed work separately from measured outcomes.

Methodology and conclusion

Questions This Section Answers

  • What do the DUI Lawyers 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 102 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 248 captured answers and 1652 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

61

5

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

Aug 2026

68

5

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

Sep 2026

74

5

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

Oct 2026

84

5

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

Nov 2026

102

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.

This report describes recorded answer observations for the stated month, not verified company facts or search demand. Recommendations require both endorsement and positive wording, and top placements sit within recommendations rather than adding to them. The monthly samples differ, so comparisons show what changed without establishing why.

Proposed next steps are a baseline scorecard, a scoped fact-review register, verified page and source briefs, and buyer-question content, with completed work tracked separately from answer outcomes. None of this guarantees improved visibility. The current contents of cited pages and any disputed claims still require independent verification before corrections are considered.

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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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