Landlord Insurance 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

  • State Farm and USAA lead on mentions and recommendations, but State Farm holds far more first-place placements.
  • Allstate, Travelers and Nationwide are widely mentioned, yet they are recommended less often and rarely lead answers.
  • Several companies have conflicting claims around California availability, premiums and market share that should be verified against primary sources.
  • Specialist insurers like Obie and Steadily appear in only a few answers, so their visibility gaps are mainly about reach rather than endorsement.

Companies covered: Obie, USAA, Farmers, Allstate, Steadily, Travelers, Nationwide, State Farm, Liberty Mutual, American Family Insurance

Answer Capsule

The November 2026 Landlord Insurance benchmark compares 10 companies across 85 AI answers that met its inclusion rules. State Farm recorded 83 mentions and 48 recommendations (56.47% 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 Landlord 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

State Farm

83

97.65%

48

56.47%

40

47.06%

23

27.06%

1

USAA

80

94.12%

48

56.47%

19

22.35%

8

9.41%

3

Travelers

74

87.06%

44

51.76%

10

11.76%

2

2.35%

4

Allstate

81

95.29%

39

45.88%

13

15.29%

3

3.53%

5

Nationwide

73

85.88%

29

34.12%

4

4.71%

0

0.00%

6

Farmers

63

74.12%

28

32.94%

1

1.18%

0

0.00%

7

American Family Insurance

45

52.94%

22

25.88%

3

3.53%

0

0.00%

8

Liberty Mutual

53

62.35%

20

23.53%

3

3.53%

0

0.00%

9

Steadily

4

4.71%

4

4.71%

2

2.35%

0

0.00%

10

Obie

2

2.35%

2

2.35%

1

1.18%

1

1.18%

The peer set splits into two tiers. State Farm, USAA, Travelers and Allstate are named in nearly every answer and endorsed in roughly half of them, so they occupy the default consideration set for landlord insurance questions. The other national carriers are named often but receive far fewer endorsements, which leaves them visible without being the carrier answers put forward.

Placement is the sharper divide. State Farm and USAA hold most of the first-place answers, while several widely mentioned carriers rarely or never lead an answer. Being named is not the same as being chosen, and that gap is where competitive work sits. Specialist landlord insurers appear only at the margins, which points to reach rather than placement. A shared scorecard keeping mentions, endorsements and placement distinct would show each client which gap it actually has before content or publisher work begins.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly Landlord Insurance snapshots?

Company

Aug 2026

Sep 2026

Oct 2026

Nov 2026

State Farm

128 / 221 (57.92%)

131 / 240 (54.58%)

125 / 189 (66.14%)

48 / 85 (56.47%)

USAA

115 / 221 (52.04%)

119 / 240 (49.58%)

116 / 189 (61.38%)

48 / 85 (56.47%)

Travelers

105 / 221 (47.51%)

124 / 240 (51.67%)

114 / 189 (60.32%)

44 / 85 (51.76%)

Allstate

110 / 221 (49.77%)

109 / 240 (45.42%)

116 / 189 (61.38%)

39 / 85 (45.88%)

Nationwide

61 / 221 (27.60%)

65 / 240 (27.08%)

69 / 189 (36.51%)

29 / 85 (34.12%)

Farmers

85 / 221 (38.46%)

85 / 240 (35.42%)

90 / 189 (47.62%)

28 / 85 (32.94%)

American Family Insurance

36 / 221 (16.29%)

48 / 240 (20.00%)

48 / 189 (25.40%)

22 / 85 (25.88%)

Liberty Mutual

77 / 221 (34.84%)

78 / 240 (32.50%)

78 / 189 (41.27%)

20 / 85 (23.53%)

Steadily

23 / 221 (10.41%)

24 / 240 (10.00%)

34 / 189 (17.99%)

4 / 85 (4.71%)

Obie

29 / 221 (13.12%)

33 / 240 (13.75%)

30 / 189 (15.87%)

2 / 85 (2.35%)

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

The monthly samples differ in size and composition, so the movement shown should be read as recorded change rather than like-for-like performance. Several carriers saw both mention and recommendation counts fall between the two most recent months, and the smaller recent sample limits direct comparison.

American Family Insurance is the exception worth noting: its recommendation rate held roughly steady even as raw counts dropped. That pattern is consistent with a stable share of a smaller answer set, though the samples cannot confirm it.

The specialists show the widest swing, from meaningful presence to near absence. Whether that reflects the questions asked, the services sampled or genuine answer drift is unresolved, and the agency should treat it as a question to test rather than a conclusion.

AI recommendation trend

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

0%20%40%60%80%Aug 2026Sep 2026Oct 2026Nov 2026Aug 2026: 57.92%Sep 2026: 54.58%Oct 2026: 66.14%Nov 2026: 56.47%Aug 2026: 52.04%Sep 2026: 49.58%Oct 2026: 61.38%Nov 2026: 56.47%Aug 2026: 47.51%Sep 2026: 51.67%Oct 2026: 60.32%Nov 2026: 51.76%Aug 2026: 49.77%Sep 2026: 45.42%Oct 2026: 61.38%Nov 2026: 45.88%Aug 2026: 27.60%Sep 2026: 27.08%Oct 2026: 36.51%Nov 2026: 34.12%Aug 2026: 38.46%Sep 2026: 35.42%Oct 2026: 47.62%Nov 2026: 32.94%Aug 2026: 16.29%Sep 2026: 20.00%Oct 2026: 25.40%Nov 2026: 25.88%Aug 2026: 34.84%Sep 2026: 32.50%Oct 2026: 41.27%Nov 2026: 23.53%Aug 2026: 10.41%Sep 2026: 10.00%Oct 2026: 17.99%Nov 2026: 4.71%Aug 2026: 13.12%Sep 2026: 13.75%Oct 2026: 15.87%Nov 2026: 2.35%
  • State Farm56.47%
  • USAA56.47%
  • Travelers51.76%
  • Allstate45.88%
  • Nationwide34.12%
  • Farmers32.94%
  • American Family Insurance25.88%
  • Liberty Mutual23.53%
  • Steadily4.71%
  • Obie2.35%

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

Obie

Questions This Section Answers

  • What measured visibility pattern and review priority does Obie have in Landlord Insurance?

Obie recorded 2 mentions (2.35%) and 2 recommendations (2.35%) across 85 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 1. Framing among its mentions was 2 positive, 0 neutral and 0 negative.

From October 2026 to November 2026, Obie's mention count fell from 30 to 2, while its recommendation count fell from 30 to 2. The recommendation rate was 15.87% and 2.35% respectively.

AI answers contained 0 conflicting claims about Obie: 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 company has the best landlord insurance?

3

1

1

What company has the cheapest landlord insurance?

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://cnbc.com/select/best-landlord-insurance-companies/.

Obie's presence rests on a handful of answers, so its rates are fragile and should not be read as a stable market position. The conflicting-claim review found nothing to chase, which means the useful work is confirming which questions actually surface the brand. We would propose a narrow question-level review and a fact-check of the cited landlord-insurance comparison page before any outreach.

USAA

Questions This Section Answers

  • What measured visibility pattern and review priority does USAA have in Landlord Insurance?

USAA recorded 80 mentions (94.12%) and 48 recommendations (56.47%) across 85 answers included in the benchmark. Top 3 placements numbered 19; first-place recommendations numbered 8. Framing among its mentions was 48 positive, 32 neutral and 0 negative.

From October 2026 to November 2026, USAA's mention count fell from 164 to 80, while its recommendation count fell from 116 to 48. The recommendation rate was 61.38% and 56.47% respectively.

AI answers contained 2 conflicting claims about USAA: 0 critical, 0 high, 2 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

average monthly full coverage rate

medium

~$164/month ($982/year)

~$110-$130/month ($1,300-$1,570/year)

average annual full-coverage premium

medium

$1,655/year

$1,992/year ($166/mo)

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 homeowners insurance in Chicago?

2

2

2

list car insurance companies

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://usaa.com/insurance/bundle-save/.

Selected third-party review candidate: https://youtube.com/watch?t=10&v=Mm-IvoQL_-g&vl=en-US.

USAA is named in almost every answer and recommended in more than half, but it leads far fewer answers than it enters. That is a placement gap rather than a reach gap. Two premium figures conflict at medium severity, so we would propose verifying current rate information against primary sources and preparing a page brief for the bundle page before any correction is considered.

Farmers

Questions This Section Answers

  • What measured visibility pattern and review priority does Farmers have in Landlord Insurance?

Farmers recorded 63 mentions (74.12%) and 28 recommendations (32.94%) across 85 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 28 positive, 34 neutral and 1 negative.

From October 2026 to November 2026, Farmers' mention count fell from 148 to 63, while its recommendation count fell from 90 to 28. The recommendation rate was 47.62% and 32.94% respectively.

AI answers contained 3 conflicting claims about Farmers: 0 critical, 0 high, 2 medium, 1 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

multi-policy bundle discount

low

10% to 15%

up to 10%

US homeowners market share

medium

about 6.2%

approximately 5.5%

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 company has the best landlord insurance?

3

2

2

What is the best homeowners insurance in Chicago?

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://farmers.com/learn/insurance-questions/insurance-bundling/.

Selected third-party review candidate: https://usnews.com/insurance/homeowners-insurance.

Farmers is mentioned widely and recommended in about a third of answers, yet it almost never appears in the top three and never first. Reach is not the constraint; position is. We would propose a placement-focused page brief and a fact check on the bundle-discount and market-share claims, with publisher review of the cited comparison pages only after verification.

Allstate

Questions This Section Answers

  • What measured visibility pattern and review priority does Allstate have in Landlord Insurance?

Allstate recorded 81 mentions (95.29%) and 39 recommendations (45.88%) across 85 answers included in the benchmark. Top 3 placements numbered 13; first-place recommendations numbered 3. Framing among its mentions was 39 positive, 41 neutral and 1 negative.

From October 2026 to November 2026, Allstate's mention count fell from 175 to 81, while its recommendation count fell from 116 to 39. The recommendation rate was 61.38% and 45.88% respectively.

AI answers contained 11 conflicting claims about Allstate: 0 critical, 6 high, 5 medium, 0 low. Of these, 6 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

currently writing new homeowners policies in California

high

actively listed as a major provider writing policies in California

not yet open for new business (filed plans to resume)

market share

medium

9.4% homeowners market share

5.36% overall P&C market share

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 company has the best landlord insurance?

3

3

3

What is the best homeowners insurance in Chicago?

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://allstate.com/auto-insurance.

Selected third-party review candidate: https://insurance.ca.gov/0400-news/0102-alerts/2026/Major-California-home-insurers-move-to-r.cfm.

Allstate combines near-universal mention with solid recommendation reach, but first-place answers are rare. The more pressing issue is the California new-business claim rated high severity, which could mislead buyers if left unresolved. We would propose verifying current California availability from primary sources first, then a page brief and a targeted publisher review.

Steadily

Questions This Section Answers

  • What measured visibility pattern and review priority does Steadily have in Landlord Insurance?

Steadily recorded 4 mentions (4.71%) and 4 recommendations (4.71%) across 85 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, Steadily's mention count fell from 34 to 4, while its recommendation count fell from 34 to 4. The recommendation rate was 17.99% and 4.71% respectively.

AI answers contained 0 conflicting claims about Steadily: 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 company has the best landlord insurance?

3

3

3

What company has the cheapest landlord 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://steadily.com/.

Selected third-party review candidate: https://cnbc.com/select/best-landlord-insurance-companies/.

Steadily appears in only a few answers, so its rates carry little weight and its recent drop should be treated as an observation, not a trend. With no conflicting claims recorded, the work is about reach: we would propose a question-level review to see which landlord questions surface the brand and a brief for the owned homepage.

Travelers

Questions This Section Answers

  • What measured visibility pattern and review priority does Travelers have in Landlord Insurance?

Travelers recorded 74 mentions (87.06%) and 44 recommendations (51.76%) across 85 answers included in the benchmark. Top 3 placements numbered 10; first-place recommendations numbered 2. Framing among its mentions was 44 positive, 30 neutral and 0 negative.

From October 2026 to November 2026, Travelers' mention count fell from 159 to 74, while its recommendation count fell from 114 to 44. The recommendation rate was 60.32% and 51.76% respectively.

AI answers contained 3 conflicting claims about Travelers: 0 critical, 0 high, 1 medium, 2 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

average monthly full coverage rate

low

~$122-$138/month ($818-$1,652/year)

~$138-$175/month ($1,650-$2,100/year)

availability in California

medium

writing selectively on a case-by-case basis

expanding coverage / re-entered market

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 company has the best landlord insurance?

3

3

3

list car insurance companies

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://travelers.com/resources/auto/insuring/how-to-compare-car-insurance-quotes.

Selected third-party review candidate: https://usnews.com/insurance/homeowners-insurance.

Travelers is recommended in about half of answers but rarely leads them, so its visibility is broad and its position shallow. A medium-severity conflict over California availability is the item most likely to affect buyer trust. We would propose verifying that availability claim first, then a page brief and a publisher review of the cited comparison pages.

Nationwide

Questions This Section Answers

  • What measured visibility pattern and review priority does Nationwide have in Landlord Insurance?

Nationwide recorded 73 mentions (85.88%) and 29 recommendations (34.12%) across 85 answers included in the benchmark. Top 3 placements numbered 4; first-place recommendations numbered 0. Framing among its mentions was 29 positive, 43 neutral and 1 negative.

From October 2026 to November 2026, Nationwide's mention count fell from 108 to 73, while its recommendation count fell from 69 to 29. The recommendation rate was 36.51% and 34.12% respectively.

AI answers contained 5 conflicting claims about Nationwide: 0 critical, 0 high, 3 medium, 2 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

availability in California

low

writing selectively on a case-by-case basis

standard policies still available (split availability)

left California / availability

medium

phased out and non-renewed homeowners policies (pulled back)

did not leave California (only restricts/limits coverage)

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

list car insurance companies

2

2

2

What insurance companies insure Tesla?

5

5

1

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

Selected owned-page review candidate: https://nationwide.com/personal/insurance/auto/discounts/types/multi-policy.

Selected third-party review candidate: https://usnews.com/insurance/homeowners-insurance/best-home-and-auto-insurance-bundles.

Nationwide is mentioned often but recommended in roughly a third of answers and never first. Several conflicting claims concern California availability, including whether the carrier left the state at all, which is exactly the kind of ambiguity that can distort a buyer's shortlist. We would propose resolving that question from primary sources before any page or publisher work.

State Farm

Questions This Section Answers

  • What measured visibility pattern and review priority does State Farm have in Landlord Insurance?

State Farm recorded 83 mentions (97.65%) and 48 recommendations (56.47%) across 85 answers included in the benchmark. Top 3 placements numbered 40; first-place recommendations numbered 23. Framing among its mentions was 48 positive, 34 neutral and 1 negative.

From October 2026 to November 2026, State Farm's mention count fell from 175 to 83, while its recommendation count fell from 125 to 48. The recommendation rate was 66.14% and 56.47% respectively.

AI answers contained 15 conflicting claims about State Farm: 0 critical, 8 high, 6 medium, 1 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

new homeowners policy availability

high

paused/frozen for new policies, renewals only

filed to resume new business, reopening not yet final

currently writing new homeowners policies in California

high

actively listed as a major provider writing policies in California

not yet open for new business (filed plans to resume)

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 company has the best landlord insurance?

3

2

2

What is the best homeowners insurance in Chicago?

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://statefarm.com/insurance/bundling.

Selected third-party review candidate: https://insurance.ca.gov/0400-news/0102-alerts/2026/Major-California-home-insurers-move-to-r.cfm.

State Farm leads the peer set on both reach and placement, holding most first-place answers. Its exposure is factual: several high-severity conflicts concern whether new homeowners policies are being written in California. We would propose verifying current availability from primary sources first, then a page brief and a publisher review, since a wrong answer here affects buyers directly.

Liberty Mutual

Questions This Section Answers

  • What measured visibility pattern and review priority does Liberty Mutual have in Landlord Insurance?

Liberty Mutual recorded 53 mentions (62.35%) and 20 recommendations (23.53%) across 85 answers included in the benchmark. Top 3 placements numbered 3; first-place recommendations numbered 0. Framing among its mentions was 20 positive, 32 neutral and 1 negative.

From October 2026 to November 2026, Liberty Mutual's mention count fell from 135 to 53, while its recommendation count fell from 78 to 20. The recommendation rate was 41.27% and 23.53% respectively.

AI answers contained 1 conflicting claim about Liberty Mutual: 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

US homeowners market share

medium

about 7.3%

around 5.5%

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 company has the best landlord insurance?

3

2

2

list car insurance companies

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

Selected third-party review candidate: https://usnews.com/insurance/homeowners-insurance.

Liberty Mutual is mentioned in most answers but recommended in fewer than a quarter and never first, so its gap is endorsement rather than awareness. One medium-severity conflict concerns market share. We would propose a page brief aimed at the questions where the brand appears without endorsement, plus a fact check on the market-share figure before any publisher request.

American Family Insurance

Questions This Section Answers

  • What measured visibility pattern and review priority does American Family Insurance have in Landlord Insurance?

American Family Insurance recorded 45 mentions (52.94%) and 22 recommendations (25.88%) across 85 answers included in the benchmark. Top 3 placements numbered 3; first-place recommendations numbered 0. Framing among its mentions was 22 positive, 23 neutral and 0 negative.

From October 2026 to November 2026, American Family Insurance's mention count fell from 69 to 45, while its recommendation count fell from 48 to 22. The recommendation rate was 25.40% and 25.88% respectively.

AI answers contained 2 conflicting claims about American Family Insurance: 0 critical, 0 high, 1 medium, 1 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

US homeowners market share

medium

about 4.4%

around 5%

net premiums written ranking/value

low

~$16.52 billion, rank 11

$17.3B, rank 11

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 company has the best landlord insurance?

3

2

2

list car insurance companies

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://amfam.com/insurance/bundle/overview.

Selected third-party review candidate: https://iii.org/fact-statistic/facts-statistics-insurance-company-rankings.

American Family Insurance sits mid-pack on reach and recommendation, with no first-place answers and no negative framing. Its recommendation rate held steady across the recent months even as counts fell. Two low-to-medium conflicts concern market share and premium ranking, so we would propose a fact check on those figures and a page brief for the bundle page.

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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 Landlord Insurance?

Build a single scorecard that records mentions, recommendations, top-three placement and first place as separate columns, with the answer sample and services noted for each month. Every row should carry an owner and a review status so later changes can be compared against a documented starting point.

Step 2. Verify disputed facts

Questions This Section Answers

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

AI answers contained 42 conflicting claims across 8 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 conflicts company by company, starting with the high-severity items on State Farm and Allstate. Each needs the entity, date and primary source resolved before anyone decides whether a correction is warranted. Ambiguous company matches stay out of the queue.

Step 3. Review owned pages

Questions This Section Answers

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

Turn the supplied owned-page candidates into briefs that state the question the page should answer, the facts that need confirming and the evidence required. No edit should proceed until current page contents and the underlying facts have been checked against primary sources.

Step 4. Review third-party sources

Questions This Section Answers

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

For each selected publisher page, confirm what it currently says before drafting any request. Requests should cite verified evidence and be logged with their response, keeping confirmed edits, no-change decisions and outstanding asks clearly separate.

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 Landlord Insurance?

Draft buyer-question content around the questions actually observed, such as best and cheapest landlord insurance, and route it through the same fact-checking standard. Measure again on a fresh sample and report delivered work separately from any change in answer outcomes.

Third-party authority and citation opportunities

Questions This Section Answers

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

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://usnews.com/insurance/homeowners-insurance

36

Farmers, Travelers, Liberty Mutual

https://iii.org/fact-statistic/facts-statistics-insurance-company-rankings

28

Travelers, Liberty Mutual, American Family Insurance

https://cnbc.com/select/best-landlord-insurance-companies/

27

Obie, Steadily

https://usnews.com/insurance/homeowners-insurance/best-home-and-auto-insurance-bundles

25

Farmers, Nationwide

https://latentinsure.com/california-homeowners-insurance/companies

10

Allstate, State Farm

https://insurance.ca.gov/0400-news/0102-alerts/2026/Major-California-home-insurers-move-to-r.cfm

9

Allstate, State Farm

https://reinsurancene.ws/top-100-u-s-property-casualty-insurance-companies/

23

American Family Insurance

https://insurify.com/

20

USAA

https://cnbc.com/select/best-home-auto-insurance-bundles/

18

Nationwide

https://askdoss.com/best-landlord-insurance-companies-2026/

12

Obie

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 client's target companies it covers, not by citation count alone. The general homeowners comparison pages and the insurance fact-statistics page reach the widest set of carriers, which makes them efficient first reviews.

The landlord-specific comparison pages matter more for the specialist insurers, where a single page can shape most of the answers that mention them. The California regulatory alert is relevant only to the availability disputes and should be checked against current primary sources before any request.

A citation does not show that a page influenced an answer. Each candidate needs its current contents verified, and any outreach should be framed as an evidence-backed review request rather than an assertion of error.

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 fact dependencies, because several high-severity conflicts touch California availability and could mislead buyers regardless of anything else. State Farm and Allstate come first, with Travelers and Nationwide close behind on the same theme.

In parallel, build the baseline scorecard so the placement gaps at Farmers, Nationwide and Liberty Mutual can be tracked against a documented starting point rather than memory.

Publisher and page work should follow verification, not lead it. The specialist insurers need reach work rather than correction work, and their small answer base means any brief should be treated as exploratory until a larger sample confirms the pattern.

Methodology and conclusion

Questions This Section Answers

  • What do the Landlord 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 85 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 5347 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

Aug 2026

221

6

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

Sep 2026

240

6

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

Oct 2026

189

6

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

Nov 2026

85

6

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

July 2026 measured a different set of companies, so it is excluded from this comparison.

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

These results describe how a fixed set of answers discussed each company in the reporting month. They do not measure customer satisfaction, market share or search demand, and the monthly samples differ enough that comparisons show recorded change rather than like-for-like performance.

The proposed work is a sequence of verification and content steps, not a promise of improved answers. Any correction depends on confirming current facts from primary sources, and outcomes should be judged on a fresh sample with the same inclusion rules.

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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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