Car Insurance 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

  • Direct Auto Insurance and Mercury Insurance were mentioned most often, but recommendations were much lower than mentions across the peer set.
  • Several brands had neutral mentions without endorsements, showing that visibility and recommendation are separate outcomes.
  • Mercury Insurance and Direct Auto Insurance had the largest clusters of conflicting claims and should be fact-checked first.
  • The recommended next steps are a baseline scorecard, disputed-fact review, owned-page briefs, and source checks before any content changes.

Companies covered: SafeAuto, Mile Auto, Clearcover, Kemper Auto, The General®, Root Insurance, Branch Insurance, Mercury Insurance, Elephant Insurance, Direct Auto Insurance

Answer Capsule

The November 2026 Car Insurance benchmark compares 10 companies across 338 AI answers that met its inclusion rules. Mercury Insurance recorded 118 mentions and 20 recommendations (5.92% 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 Car Insurance benchmark show about mentions, recommendations and placement?

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

Mercury Insurance

118

34.91%

20

5.92%

9

2.66%

6

1.78%

2

Direct Auto Insurance

190

56.21%

19

5.62%

16

4.73%

14

4.14%

3

Root Insurance

61

18.05%

14

4.14%

13

3.85%

9

2.66%

4

Clearcover

69

20.41%

13

3.85%

13

3.85%

4

1.18%

5

Mile Auto

61

18.05%

10

2.96%

3

0.89%

1

0.30%

6

SafeAuto

71

21.01%

4

1.18%

3

0.89%

2

0.59%

7

Elephant Insurance

22

6.51%

3

0.89%

3

0.89%

3

0.89%

7

The General®

37

10.95%

3

0.89%

2

0.59%

0

0.00%

9

Kemper Auto

17

5.03%

1

0.30%

1

0.30%

0

0.00%

10

Branch Insurance

9

2.66%

0

0.00%

0

0.00%

0

0.00%

The peer set splits into two groups. Direct Auto Insurance and Mercury Insurance appear in a large share of answers, while the rest of the field is seen far less often. Being named often is not the same as earning an affirmative endorsement, and even the leaders receive recommendations in only a modest share of their appearances.

A second pattern sits underneath the first. Several companies are mentioned regularly but rarely endorsed, and their mentions are mostly neutral in tone. That gap between being named and being endorsed is where the most useful work sits, because it points to questions about fit and trust rather than simple absence. The agency should treat reach and endorsement as separate goals, start from a traceable baseline, and verify disputed facts before proposing page or publisher changes.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly Car Insurance snapshots?

Company

Sep 2026

Oct 2026

Nov 2026

Mercury Insurance

70 / 279 (25.09%)

87 / 282 (30.85%)

20 / 338 (5.92%)

Direct Auto Insurance

51 / 279 (18.28%)

51 / 282 (18.09%)

19 / 338 (5.62%)

Root Insurance

61 / 279 (21.86%)

69 / 282 (24.47%)

14 / 338 (4.14%)

Clearcover

30 / 279 (10.75%)

40 / 282 (14.18%)

13 / 338 (3.85%)

Mile Auto

53 / 279 (19.00%)

40 / 282 (14.18%)

10 / 338 (2.96%)

SafeAuto

22 / 279 (7.89%)

17 / 282 (6.03%)

4 / 338 (1.18%)

Elephant Insurance

6 / 279 (2.15%)

4 / 282 (1.42%)

3 / 338 (0.89%)

The General®

14 / 279 (5.02%)

16 / 282 (5.67%)

3 / 338 (0.89%)

Kemper Auto

7 / 279 (2.51%)

8 / 282 (2.84%)

1 / 338 (0.30%)

Branch Insurance

2 / 279 (0.72%)

1 / 282 (0.35%)

0 / 338 (0.00%)

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

The monthly figures are separate samples, and the answer totals differ between them, so the movements should be read as recorded changes rather than like-for-like performance. Recommendation counts fell for most companies between October and November, while mention counts moved in both directions.

Because the samples are not matched, a lower recommendation count does not tell us why it fell. The agency should document the sample basis for each month and avoid drawing conclusions from month-to-month swings until a consistent baseline exists.

AI recommendation trend

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

0%10%20%30%40%Sep 2026Oct 2026Nov 2026Sep 2026: 25.09%Oct 2026: 30.85%Nov 2026: 5.92%Sep 2026: 18.28%Oct 2026: 18.09%Nov 2026: 5.62%Sep 2026: 21.86%Oct 2026: 24.47%Nov 2026: 4.14%Sep 2026: 10.75%Oct 2026: 14.18%Nov 2026: 3.85%Sep 2026: 19.00%Oct 2026: 14.18%Nov 2026: 2.96%Sep 2026: 7.89%Oct 2026: 6.03%Nov 2026: 1.18%Sep 2026: 2.15%Oct 2026: 1.42%Nov 2026: 0.89%Sep 2026: 5.02%Oct 2026: 5.67%Nov 2026: 0.89%Sep 2026: 2.51%Oct 2026: 2.84%Nov 2026: 0.30%Sep 2026: 0.72%Oct 2026: 0.35%Nov 2026: 0.00%
  • Mercury Insurance5.92%
  • Direct Auto Insurance5.62%
  • Root Insurance4.14%
  • Clearcover3.85%
  • Mile Auto2.96%
  • SafeAuto1.18%
  • Elephant Insurance0.89%
  • The General®0.89%
  • Kemper Auto0.30%
  • Branch Insurance0.00%

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

SafeAuto

Questions This Section Answers

  • What measured visibility pattern and review priority does SafeAuto have in Car Insurance?

SafeAuto recorded 71 mentions (21.01%) and 4 recommendations (1.18%) across 338 answers included in the benchmark. Top 3 placements numbered 3; first-place recommendations numbered 2. Framing among its mentions was 8 positive, 57 neutral and 6 negative.

From October 2026 to November 2026, SafeAuto's mention count rose from 56 to 71, while its recommendation count fell from 17 to 4. The recommendation rate was 6.03% and 1.18% respectively.

AI answers contained 8 conflicting claims about SafeAuto: 3 critical, 5 high, 0 medium, 0 low. Of these, 8 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 it still in business / availability of new policies

critical

SafeAuto brand no longer exists; absorbed into Direct Auto

SafeAuto actively operating and selling policies in ~17-20 states

current availability / operating status

high

Currently operating and selling policies (SafeAuto / Direct Auto)

No longer sells new policies under the SafeAuto name; absorbed into Direct Auto in 2023

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

Is SafeAuto a legitimate insurance company?

3

3

1

What is the cheapest auto insurance online?

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://safeauto.com/claims-policy.

Selected third-party review candidate: https://insurify.com/car-insurance/companies/safeauto/.

SafeAuto is named fairly often but rarely endorsed, and most of its mentions are neutral. The recorded answers also disagree about whether the brand still operates and sells new policies, which is a factual question rather than a positioning one.

We would propose a conditional fact-check of the operating status and entity history, using current primary sources, before any correction is considered. A page brief for the claims page would follow only if the review confirms a genuine gap.

Mile Auto

Questions This Section Answers

  • What measured visibility pattern and review priority does Mile Auto have in Car Insurance?

Mile Auto recorded 61 mentions (18.05%) and 10 recommendations (2.96%) across 338 answers included in the benchmark. Top 3 placements numbered 3; first-place recommendations numbered 1. Framing among its mentions was 11 positive, 50 neutral and 0 negative.

From October 2026 to November 2026, Mile Auto's mention count rose from 44 to 61, while its recommendation count fell from 40 to 10. The recommendation rate was 14.18% and 2.96% respectively.

AI answers contained 0 conflicting claims about Mile Auto: 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

Is there another insurance like Hugo?

5

5

1

cheap car insurance in orlando florida

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://libertymutual.com/vehicle/auto-insurance/state/florida.

Mile Auto is mentioned at a moderate rate with few affirmative recommendations, and its mentions carry no negative framing. The recorded answers show no conflicting claims, so there is no fact dispute to resolve here.

We would propose a page brief for the owned content and a review of the cited third-party page, checking current contents before any request. The aim is to understand why neutral mentions do not turn into endorsements, not to assume a cause.

Clearcover

Questions This Section Answers

  • What measured visibility pattern and review priority does Clearcover have in Car Insurance?

Clearcover recorded 69 mentions (20.41%) and 13 recommendations (3.85%) across 338 answers included in the benchmark. Top 3 placements numbered 13; first-place recommendations numbered 4. Framing among its mentions was 16 positive, 53 neutral and 0 negative.

From October 2026 to November 2026, Clearcover's mention count rose from 50 to 69, while its recommendation count fell from 40 to 13. The recommendation rate was 14.18% and 3.85% respectively.

AI answers contained 0 conflicting claims about Clearcover: 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

car insurance companies in tampa, fl

1

1

1

cheap auto insurance in fl

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://clearcover.com/.

Selected third-party review candidate: https://linkedin.com/company/clearcover-inc.

Clearcover appears in a meaningful share of answers and earns affirmative endorsements in some of them, with no negative framing recorded. No conflicting claims were found, so the evidence base is clean.

We would propose a page brief for the owned site and a check of the selected third-party profile, confirming current contents before any outreach. The work should test whether clearer fit-and-eligibility content helps neutral mentions become endorsements.

Kemper Auto

Questions This Section Answers

  • What measured visibility pattern and review priority does Kemper Auto have in Car Insurance?

Kemper Auto recorded 17 mentions (5.03%) and 1 recommendation (0.30%) across 338 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 1 positive, 15 neutral and 1 negative.

From October 2026 to November 2026, Kemper Auto's mention count rose from 13 to 17, while its recommendation count fell from 8 to 1. The recommendation rate was 2.84% and 0.30% respectively.

AI answers contained 1 conflicting claim about Kemper Auto: 0 critical, 0 high, 1 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

current CEO / leadership

medium

C. Thomas Evans, Jr. is interim CEO after Joseph P. Lacher, Jr. stepped down

Stephen J. McAnena is president and CEO (appointed May 2026)

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

non-standard auto insurance

1

1

1

non standard auto insurance companies

2

2

0

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

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

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

Kemper Auto is mentioned infrequently and almost never endorsed, with mentions overwhelmingly neutral. The recorded answers also disagree about who currently leads the company, which is a factual question that should be settled before any content work.

We would propose a conditional fact-check of the leadership claim against current primary sources, then a page brief for the owned site. Neither step assumes the company or a publisher made an error.

The General®

Questions This Section Answers

  • What measured visibility pattern and review priority does The General® have in Car Insurance?

The General® recorded 37 mentions (10.95%) and 3 recommendations (0.89%) across 338 answers included in the benchmark. Top 3 placements numbered 2; first-place recommendations numbered 0. Framing among its mentions was 4 positive, 33 neutral and 0 negative.

From October 2026 to November 2026, The General®'s mention count rose from 31 to 37, while its recommendation count fell from 16 to 3. The recommendation rate was 5.67% and 0.89% respectively.

AI answers contained 0 conflicting claims about The General®: 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

What is the best insurance for SR-22?

1

1

1

non-standard auto insurance

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://thegeneral.com/.

Selected third-party review candidate: https://nationalgeneral.com/.

The General® is mentioned at a modest rate but rarely endorsed, and its mentions are almost entirely neutral. No conflicting claims were recorded, so the gap is about framing and fit rather than disputed facts.

We would propose a page brief for the owned site and a review of the selected third-party page, verifying current contents first. The brief should focus on the buyer questions where the brand already appears, such as non-standard coverage.

Root Insurance

Questions This Section Answers

  • What measured visibility pattern and review priority does Root Insurance have in Car Insurance?

Root Insurance recorded 61 mentions (18.05%) and 14 recommendations (4.14%) across 338 answers included in the benchmark. Top 3 placements numbered 13; first-place recommendations numbered 9. Framing among its mentions was 16 positive, 44 neutral and 1 negative.

From October 2026 to November 2026, Root Insurance's mention count fell from 91 to 61, while its recommendation count fell from 69 to 14. The recommendation rate was 24.47% and 4.14% respectively.

AI answers contained 2 conflicting claims about Root Insurance: 0 critical, 1 high, 1 medium, 0 low. Of these, 1 was 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

Saturday customer service hours

medium

Open Saturday 9 a.m.–5 p.m. ET

Closed Saturdays and Sundays

gap coverage availability

high

Root does not offer gap insurance

Root offers gap coverage (depending on location)

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

Is there another insurance like Hugo?

5

4

1

What is the cheapest site for car insurance?

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://joinroot.com/.

Selected third-party review candidate: https://insurify.com/car-insurance/companies/root/.

Root Insurance remains one of the more visible companies and earns affirmative endorsements in a reasonable share of appearances, though both counts fell in the latest sample. Two claims conflict: weekend service hours and gap coverage availability.

We would propose a conditional fact-check of both claims against current primary sources, then a page brief for the owned site. The third-party review page should be checked for current contents before any request is considered.

Branch Insurance

Questions This Section Answers

  • What measured visibility pattern and review priority does Branch Insurance have in Car Insurance?

Branch Insurance recorded 9 mentions (2.66%) and 0 recommendations (0.00%) across 338 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 9 neutral and 0 negative.

From October 2026 to November 2026, Branch Insurance's mention count rose from 3 to 9, while its recommendation count fell from 1 to 0. The recommendation rate was 0.35% and 0.00% respectively.

AI answers contained 0 conflicting claims about Branch Insurance: 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

Does AAA have insurance agents?

1

1

0

What is the cheapest homeowners insurance in PA?

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://ourbranch.com/s/faqs.

Selected third-party review candidate: https://mercuryinsurance.com/local/florida/orlando/auto-insurance/.

Branch Insurance is mentioned rarely and received no recommendations in the latest sample, with all mentions neutral. That absence is worth understanding before any target is set, since a zero here may reflect limited exposure rather than a specific weakness.

We would propose a page brief for the owned FAQ page and a review of the selected third-party page, verifying contents first. The brief should address the buyer questions where the brand already appears.

Mercury Insurance

Questions This Section Answers

  • What measured visibility pattern and review priority does Mercury Insurance have in Car Insurance?

Mercury Insurance recorded 118 mentions (34.91%) and 20 recommendations (5.92%) across 338 answers included in the benchmark. Top 3 placements numbered 9; first-place recommendations numbered 6. Framing among its mentions was 29 positive, 89 neutral and 0 negative.

From October 2026 to November 2026, Mercury Insurance's mention count fell from 166 to 118, while its recommendation count fell from 87 to 20. The recommendation rate was 30.85% and 5.92% respectively.

AI answers contained 24 conflicting claims about Mercury Insurance: 0 critical, 5 high, 9 medium, 10 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

founding year

low

founded 1961

founded 1960

number of states served

medium

11 states

12 states

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

Is Mercury a big insurance company?

6

6

1

What is the cheapest car insurance in Tucson?

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://mercuryinsurance.com/local/florida/cheap-auto-insurance/.

Selected third-party review candidate: https://wallethub.com/profile/ci/mercury-insurance-13013247i.

Mercury Insurance is the most visible company in the peer set and earns affirmative endorsements in a solid share of appearances, with no negative framing recorded. It also carries the largest cluster of conflicting claims, mostly about company facts such as founding year and the number of states served.

We would propose a prioritized fact-check of the higher-severity claims against current primary sources, followed by a page brief for the selected owned page. Publisher review would come only after the facts are settled.

Elephant Insurance

Questions This Section Answers

  • What measured visibility pattern and review priority does Elephant Insurance have in Car Insurance?

Elephant Insurance recorded 22 mentions (6.51%) and 3 recommendations (0.89%) across 338 answers included in the benchmark. Top 3 placements numbered 3; first-place recommendations numbered 3. Framing among its mentions was 7 positive, 15 neutral and 0 negative.

From October 2026 to November 2026, Elephant Insurance's mention count rose from 16 to 22, while its recommendation count fell from 4 to 3. The recommendation rate was 1.42% and 0.89% respectively.

AI answers contained 3 conflicting claims about Elephant Insurance: 0 critical, 1 high, 2 medium, 0 low. Of these, 1 was 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

AM Best financial strength rating

medium

parent company holds A+ (Superior) AM Best rating

no own published AM Best rating

customer complaint index relative to size

medium

higher-than-average complaints

below-average complaints

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

Is Elephant a real insurance company?

4

4

1

Is elephant auto insurance any good?

3

3

1

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

Selected owned-page review candidate: https://elephant.com/elephant-insurance-info-page.

Selected third-party review candidate: https://nerdwallet.com/insurance/auto/elephant-auto-insurance-review.

Elephant Insurance is mentioned modestly and endorsed rarely, though its mentions lean positive. The recorded answers disagree about financial strength ratings and complaint levels, both of which bear directly on buyer trust.

We would propose a conditional fact-check of those two claims against current primary sources, then a page brief for the owned information page. The third-party review page should be checked before any request.

Direct Auto Insurance

Questions This Section Answers

  • What measured visibility pattern and review priority does Direct Auto Insurance have in Car Insurance?

Direct Auto Insurance recorded 190 mentions (56.21%) and 19 recommendations (5.62%) across 338 answers included in the benchmark. Top 3 placements numbered 16; first-place recommendations numbered 14. Framing among its mentions was 23 positive, 163 neutral and 4 negative.

From October 2026 to November 2026, Direct Auto Insurance's mention count rose from 90 to 190, while its recommendation count fell from 51 to 19. The recommendation rate was 18.09% and 5.62% respectively.

AI answers contained 36 conflicting claims about Direct Auto Insurance: 0 critical, 11 high, 20 medium, 5 low. Of these, 11 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

number of states served

medium

roughly 15-18 states

450+ local offices across the U.S.

current owner / acquisition history

medium

Owned by Allstate via National General; no mention of Nationwide acquiring any Direct General entity

Nationwide acquired Direct General Life Insurance Company from Allstate on July 1, 2025

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

Is Direct insurance a good insurance company?

5

5

3

Is Direct Insurance a good insurance company?

5

5

2

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

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

Selected third-party review candidate: https://thezebra.com/insurance-companies/direct-auto-insurance-reviews-coverage-options-and-ratings/.

Direct Auto Insurance is the most-mentioned company in the peer set and earns affirmative endorsements in a meaningful share of appearances, but it also carries the largest number of conflicting claims. These concern ownership history and the number of states and offices served.

We would propose a prioritized fact-check of the higher-severity claims against current primary sources, then a page brief for the owned site. Publisher review of the two heavily cited review pages would follow only once the facts are confirmed.

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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 Car Insurance?

Build a cohort scorecard that records each company's mentions, recommendations and placements on the same basis, with the sample month noted alongside. The scorecard should also log what changed in the sample so future comparisons are honest about comparability.

Each record needs an owner, an evidence requirement and a review status, so later work can be traced back to a specific observation rather than a general impression.

Step 2. Verify disputed facts

Questions This Section Answers

  • What should the agency deliver when it works to verify disputed facts for Car Insurance?

AI answers contained 74 conflicting claims across 6 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 conflicting claims company by company, starting with the higher-severity ones. Each claim needs its entity, date and source resolved before anyone decides whether a correction is warranted.

Where the company match is uncertain, the claim stays outside the correction queue. The output is a fact-review register that separates confirmed facts, open questions and no-change decisions.

Step 3. Review owned pages

Questions This Section Answers

  • What should the agency deliver when it works to review owned pages for Car Insurance?

Assign page briefs to the owned pages already selected, with each brief tied to the questions where the company actually appears. Briefs should specify what needs verification before any edit is made.

The output is a set of approved briefs, not edits. Each brief records the evidence required and the reviewer who signed off.

Step 4. Review third-party sources

Questions This Section Answers

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

Prepare source-review packages for the selected third-party pages, checking current contents before any request is drafted. A citation in an answer does not establish that the page influenced it, so requests should rest on verified page content.

The output separates confirmed edits, no-change decisions, requests sent and responses received.

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 Car Insurance?

Turn the observed buyer questions into content briefs that address fit, eligibility and coverage in plain terms. These briefs are proposed work, not claims about what the pages currently say.

Measurement should track delivered work separately from answer outcomes, and the next scorecard should note the comparability limits alongside any movement.

Third-party authority and citation opportunities

Questions This Section Answers

  • Which cited publisher pages support targeted source review in Car Insurance?

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://mercuryinsurance.com/local/florida/orlando/auto-insurance/

15

Mile Auto, Branch Insurance

https://wallethub.com/profile/ci/direct-auto-insurance-13013854i

78

Direct Auto Insurance

https://thezebra.com/insurance-companies/direct-auto-insurance-reviews-coverage-options-and-ratings/

75

Direct Auto Insurance

https://insurify.com/car-insurance/companies/safeauto/

57

SafeAuto

https://libertymutual.com/vehicle/auto-insurance/state/florida

26

Mile Auto

https://quote.com/companies/safeauto-insurance-review/

23

SafeAuto

https://insurify.com/car-insurance/florida/orlando/

14

Branch Insurance

https://wallethub.com/profile/ci/mercury-insurance-13013247i

11

Mercury Insurance

https://insurify.com/car-insurance/companies/root/

9

Root Insurance

https://caranddriver.com/car-insurance/a31268711/is-root-car-insurance-legit/

8

Root Insurance

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 how often each page is cited and how many of the peer companies it covers. A few pages carry most of the citation weight, and those deserve review first.

Citation frequency is not evidence of influence, and the pages are candidates for review rather than confirmed errors. Each page's current contents need independent verification before any request is made, and requests should be justified by what the page actually says now.

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

Start with the baseline scorecard and the fact-review register, because several of the most visible companies carry unresolved claims that would undermine any content work done first. The page and source shortlist follows from those records.

Next, approve page briefs and prepare justified publisher requests, keeping confirmed edits separate from no-change decisions and from requests still awaiting response. Buyer-question content and a fresh scorecard come last, with completed work recorded separately from measured answer outcomes.

Methodology and conclusion

Questions This Section Answers

  • What do the Car Insurance 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 338 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 4824 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

Sep 2026

279

6

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

Oct 2026

282

6

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

Nov 2026

338

6

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

May 2026 measured a different set of companies, so it is excluded from this comparison. Reliable results for June 2026 are unavailable. This is a gap in the history, not a result of zero. 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.

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 behavior for a defined peer set in a single reporting month. The visibility rates rest on answers that met the benchmark's inclusion rules, and a company counts as recommended only when an answer both endorses it and uses positive wording. Placements sit inside recommendations rather than adding to them.

Monthly samples differ, so comparisons show how recorded results changed, not why. The wider citation analysis covers more answers than the benchmark and does not establish that any cited page influenced an answer. Current page contents and disputed company claims still need independent verification.

The proposed next steps are a baseline scorecard, a scoped fact-review register, page and source briefs, and buyer-question content, with delivered work tracked separately from answer outcomes. None of this guarantees a change in visibility or endorsement.

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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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