Boat Insurance in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them
This analysis is based on the source benchmark: Boat Insurance AI visibility benchmark
Key Takeaways
- State Farm led the benchmark with 100 mentions and 45 recommendations, while USAA, BoatUS (Geico), Progressive, and Travelers also appeared in most answers.
- Allstate and Nationwide were mentioned often but recommended far less, showing that visibility did not consistently translate into endorsement.
- Markel, National General, and Foremost Insurance had very low presence, making their results too sparse for strong month-to-month conclusions.
- The article flags conflicting premium and ranking claims that should be verified against current primary sources before any correction or page update.
Companies covered: USAA, Markel, Allstate, Travelers, Nationwide, State Farm, Progressive, BoatUS (Geico), National General, Foremost Insurance
Answer Capsule
The November 2026 Boat Insurance benchmark compares 10 companies across 100 AI answers that met its inclusion rules. State Farm recorded 100 mentions and 45 recommendations (45.00% 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 Boat 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 | 100 | 100.00% | 45 | 45.00% | 21 | 21.00% | 5 | 5.00% |
2 | USAA | 97 | 97.00% | 42 | 42.00% | 14 | 14.00% | 5 | 5.00% |
3 | BoatUS (Geico) | 98 | 98.00% | 41 | 41.00% | 29 | 29.00% | 11 | 11.00% |
4 | Progressive | 99 | 99.00% | 39 | 39.00% | 17 | 17.00% | 1 | 1.00% |
4 | Travelers | 95 | 95.00% | 39 | 39.00% | 25 | 25.00% | 16 | 16.00% |
6 | Allstate | 90 | 90.00% | 16 | 16.00% | 3 | 3.00% | 1 | 1.00% |
7 | Nationwide | 94 | 94.00% | 14 | 14.00% | 2 | 2.00% | 1 | 1.00% |
8 | Markel | 3 | 3.00% | 1 | 1.00% | 0 | 0.00% | 0 | 0.00% |
8 | National General | 8 | 8.00% | 1 | 1.00% | 1 | 1.00% | 0 | 0.00% |
10 | Foremost Insurance | 2 | 2.00% | 0 | 0.00% | 0 | 0.00% | 0 | 0.00% |
The peer set splits into two tiers. A leading group is named in nearly every answer and endorsed in a large share of them, while a second group is mentioned often but rarely endorsed. Allstate and Nationwide sit in that second tier: they appear in most answers yet receive few recommendations, so reach is not translating into endorsement.
Placement adds a further distinction. Travelers and BoatUS (Geico) hold a large share of top-three positions relative to their recommendation totals, while Progressive and State Farm are endorsed more broadly but placed first less often. Reach, endorsement and position are separate measures and should be read that way.
A long tail of smaller carriers is barely present. Markel, National General and Foremost Insurance appear in few answers and are almost never recommended. For these, the first question is whether the absence reflects limited coverage or a genuine gap in how answers describe them.
For the agency, the practical split is between carriers with reach to defend and carriers with reach to convert. Both need a verified baseline before any page or publisher work begins, because the current numbers describe answer wording, not confirmed company facts.
What changed since last month
Questions This Section Answers
- What changed across the usable monthly Boat Insurance snapshots?
Company | Sep 2026 | Oct 2026 | Nov 2026 |
|---|---|---|---|
State Farm | 85 / 157 (54.14%) | 90 / 137 (65.69%) | 45 / 100 (45.00%) |
USAA | 95 / 157 (60.51%) | 91 / 137 (66.42%) | 42 / 100 (42.00%) |
BoatUS (Geico) | 23 / 157 (14.65%) | 0 / 137 (0.00%) | 41 / 100 (41.00%) |
Progressive | 79 / 157 (50.32%) | 82 / 137 (59.85%) | 39 / 100 (39.00%) |
Travelers | 92 / 157 (58.60%) | 82 / 137 (59.85%) | 39 / 100 (39.00%) |
Allstate | 50 / 157 (31.85%) | 55 / 137 (40.15%) | 16 / 100 (16.00%) |
Nationwide | 55 / 157 (35.03%) | 49 / 137 (35.77%) | 14 / 100 (14.00%) |
Markel | 1 / 157 (0.64%) | 0 / 137 (0.00%) | 1 / 100 (1.00%) |
National General | 8 / 157 (5.10%) | 7 / 137 (5.11%) | 1 / 100 (1.00%) |
Foremost Insurance | 1 / 157 (0.64%) | 0 / 137 (0.00%) | 0 / 100 (0.00%) |
Only months with verified results are shown. Monthly sample coverage is listed in Methodology.
The monthly figures come from separate samples, so they show movement rather than like-for-like performance. Several leading carriers recorded lower mention and recommendation totals in the latest month than in the prior one, and the answer base itself was smaller. The observed movement and the comparability limit should be reported side by side, not merged into a cause.
BoatUS (Geico) is the clearest example of a swing that cannot be read as a trend: it was absent from the prior sample and prominent in the latest one. That pattern is consistent with a change in which answers were captured, and it should be treated as a fresh starting point rather than a recovery.
Going forward, the agency should lock the cohort and record sample coverage alongside each month's results so later comparisons are traceable.
AI recommendation trend
Observed recommendation rate (%), Sep 2026 to Nov 2026
- State Farm45.00%
- USAA42.00%
- BoatUS (Geico)41.00%
- Progressive39.00%
- Travelers39.00%
- Allstate16.00%
- Nationwide14.00%
- Markel1.00%
- National General1.00%
- Foremost 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
USAA
Questions This Section Answers
- What measured visibility pattern and review priority does USAA have in Boat Insurance?
USAA recorded 97 mentions (97.00%) and 42 recommendations (42.00%) across 100 answers included in the benchmark. Top 3 placements numbered 14; first-place recommendations numbered 5. Framing among its mentions was 50 positive, 47 neutral and 0 negative.
From October 2026 to November 2026, USAA's mention count fell from 136 to 97, while its recommendation count fell from 91 to 42. The recommendation rate was 66.42% and 42.00% respectively.
AI answers contained 2 conflicting claims about USAA: 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 |
|---|---|---|---|
top five ranking by market share | medium | USAA is in the top five by market share | USAA is not in the top five by market share |
good student discount percentage | low | ~7% | ~10% |
Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.
Question observed in the research | Benchmark answers to this question | Company mentions | Company recommendations |
|---|---|---|---|
What are the top 5 auto insurance companies? | 2 | 2 | 2 |
What insurance is cheaper than Farm Bureau? | 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/.
Selected third-party review candidate: https://nerdwallet.com/insurance/auto/best-car-insurance-companies.
USAA combines near-universal reach with a solid recommendation share and a modest number of first-place positions. The latest month's totals are lower than the prior month's, but the samples differ, so this is a movement to watch rather than a verdict.
Two recorded conflicts concern a market-share ranking and a discount figure. Neither is confirmed as an error. We would propose a fact-check brief that resolves the entity, date and source before any correction is considered, and a page review against the supplied owned and third-party candidates.
Markel
Questions This Section Answers
- What measured visibility pattern and review priority does Markel have in Boat Insurance?
Markel recorded 3 mentions (3.00%) and 1 recommendation (1.00%) across 100 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 1 positive, 2 neutral and 0 negative.
From October 2026 to November 2026, Markel's mention count rose from 1 to 3, while its recommendation count rose from 0 to 1. The recommendation rate was 0.00% and 1.00% respectively.
AI answers contained 0 conflicting claims about Markel: 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 insurance company insures off-road vehicles? | 1 | 1 | 1 |
What are the top 25 insurance companies in the US? | 4 | 1 | 0 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected third-party review candidate: https://forbes.com/lists/best-insurance-companies/.
Markel's presence is thin: a handful of mentions and a single recommendation, with no top-three or first-place positions. That is too little to support conclusions about how answers treat the brand, and the small counts make month-to-month movement uninformative.
We would propose a light-touch review rather than a campaign. The work would confirm how Markel is described when it does appear, check the supplied third-party candidate for accuracy, and set a simple scorecard so future presence can be tracked without over-reading early numbers.
Allstate
Questions This Section Answers
- What measured visibility pattern and review priority does Allstate have in Boat Insurance?
Allstate recorded 90 mentions (90.00%) and 16 recommendations (16.00%) across 100 answers included in the benchmark. Top 3 placements numbered 3; first-place recommendations numbered 1. Framing among its mentions was 23 positive, 67 neutral and 0 negative.
From October 2026 to November 2026, Allstate's mention count fell from 110 to 90, while its recommendation count fell from 55 to 16. The recommendation rate was 40.15% and 16.00% respectively.
AI answers contained 5 conflicting claims about Allstate: 0 critical, 0 high, 5 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 |
|---|---|---|---|
annual full coverage rate | medium | $3,210/yr | ~$3,572/yr |
average annual full-coverage premium | medium | $2,530/year | $3,192/year ($266/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 GPA do you need for good student discount? | 1 | 1 | 1 |
What GPA gets insurance discount? | 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://allstate.com/auto-insurance.
Selected third-party review candidate: https://usnews.com/insurance/auto/best-car-insurance-companies.
Allstate is named in most answers but endorsed in a much smaller share, and top-three and first-place positions are rare. The gap between reach and recommendation is the central finding: the brand is visible without being affirmatively recommended.
Five recorded conflicts concern premium figures, all rated medium. We would propose a fact-check brief on those figures and a review of the supplied owned and third-party pages, verifying current primary sources before any edit is proposed.
Travelers
Questions This Section Answers
- What measured visibility pattern and review priority does Travelers have in Boat Insurance?
Travelers recorded 95 mentions (95.00%) and 39 recommendations (39.00%) across 100 answers included in the benchmark. Top 3 placements numbered 25; first-place recommendations numbered 16. Framing among its mentions was 48 positive, 47 neutral and 0 negative.
From October 2026 to November 2026, Travelers' mention count fell from 127 to 95, while its recommendation count fell from 82 to 39. The recommendation rate was 59.85% and 39.00% respectively.
AI answers contained 6 conflicting claims about Travelers: 0 critical, 0 high, 5 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 |
|---|---|---|---|
annual full-coverage rate | medium | $1,843 per year | $1,657 per year |
average annual full-coverage premium | low | $1,660/year | $1,644/year ($137/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 are the top 5 auto insurance companies? | 2 | 2 | 2 |
What insurance is cheaper than Farm Bureau? | 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/auto/cheapest-car-insurance-companies.
Travelers pairs broad reach with a strong recommendation share and an unusually large number of top-three positions, though first-place positions are fewer. Placement is a distinct measure from endorsement, and the profile suggests the brand is often shortlisted without always leading.
Six recorded conflicts concern premium figures, mostly medium severity. We would propose a fact-check brief on those figures and a review of the supplied owned and third-party pages, with corrections considered only after current primary-source verification.
Nationwide
Questions This Section Answers
- What measured visibility pattern and review priority does Nationwide have in Boat Insurance?
Nationwide recorded 94 mentions (94.00%) and 14 recommendations (14.00%) across 100 answers included in the benchmark. Top 3 placements numbered 2; first-place recommendations numbered 1. Framing among its mentions was 21 positive, 73 neutral and 0 negative.
From October 2026 to November 2026, Nationwide's mention count rose from 83 to 94, while its recommendation count fell from 49 to 14. The recommendation rate was 35.77% and 14.00% respectively.
AI answers contained 3 conflicting claims about Nationwide: 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 |
|---|---|---|---|
good student discount percentage | low | ~17% | ~15% |
annual full coverage rate | medium | $2,663/yr | ~$2,316/yr |
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 GPA do you need for good student discount? | 1 | 1 | 1 |
What are the top 5 auto insurance companies? | 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://nationwide.com/personal/insurance/auto/.
Selected third-party review candidate: https://nerdwallet.com/insurance/auto/car-insurance.
Nationwide is mentioned in nearly every answer but endorsed in a small share, with very few top-three or first-place positions. Reach is high; recommendation is the constraint. The latest month's mention total rose while recommendations fell, though the samples differ and no cause should be inferred.
Three recorded conflicts concern a discount figure and a premium figure. We would propose a fact-check brief on those and a review of the supplied owned and third-party pages before any change is recommended.
State Farm
Questions This Section Answers
- What measured visibility pattern and review priority does State Farm have in Boat Insurance?
State Farm recorded 100 mentions (100.00%) and 45 recommendations (45.00%) across 100 answers included in the benchmark. Top 3 placements numbered 21; first-place recommendations numbered 5. Framing among its mentions was 55 positive, 45 neutral and 0 negative.
From October 2026 to November 2026, State Farm's mention count fell from 135 to 100, while its recommendation count fell from 90 to 45. The recommendation rate was 65.69% and 45.00% respectively.
AI answers contained 3 conflicting claims about State Farm: 0 critical, 1 high, 1 medium, 1 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 |
|---|---|---|---|
average annual full-coverage premium | low | $2,110/year | $2,340/year ($195/mo) |
average annual full coverage premium | high | ~$2,874/yr | $1,985/yr |
Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.
Question observed in the research | Benchmark answers to this question | Company mentions | Company recommendations |
|---|---|---|---|
What are the top 5 auto insurance companies? | 2 | 2 | 2 |
What insurance is cheaper than Farm Bureau? | 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/auto.
Selected third-party review candidate: https://nerdwallet.com/insurance/auto/car-insurance.
State Farm leads the peer set on reach and recommendation, with a substantial number of top-three positions and a smaller first-place count. It is the benchmark others are measured against, and its profile is one of defending a strong position rather than building one.
One recorded conflict on a premium figure is rated high priority, alongside lower-severity premium conflicts. We would propose a priority fact-check brief on the high-rated item and a review of the supplied owned and third-party pages, verifying current sources before any correction.
Progressive
Questions This Section Answers
- What measured visibility pattern and review priority does Progressive have in Boat Insurance?
Progressive recorded 99 mentions (99.00%) and 39 recommendations (39.00%) across 100 answers included in the benchmark. Top 3 placements numbered 17; first-place recommendations numbered 1. Framing among its mentions was 49 positive, 50 neutral and 0 negative.
From October 2026 to November 2026, Progressive's mention count fell from 135 to 99, while its recommendation count fell from 82 to 39. The recommendation rate was 59.85% and 39.00% respectively.
AI answers contained 7 conflicting claims about Progressive: 0 critical, 0 high, 6 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 |
|---|---|---|---|
#1 auto insurer ranking | medium | Progressive is #1 by premiums/policies in 2026 | State Farm is the largest by market share; Progressive follows |
average annual full coverage premium | medium | ~$2,675/yr | $2,277/yr |
Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.
Question observed in the research | Benchmark answers to this question | Company mentions | Company recommendations |
|---|---|---|---|
What are the top 5 auto insurance companies? | 2 | 2 | 2 |
What insurance is cheaper than Nationwide? | 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://progressive.com/answers/average-car-insurance-cost/.
Selected third-party review candidate: https://usnews.com/insurance/auto/best-car-insurance-companies.
Progressive is named in almost every answer and endorsed in a solid share, with a moderate number of top-three positions but very few first-place ones. The pattern is broad visibility with limited top placement, which is a different problem from low reach.
Seven recorded conflicts concern a ranking claim and premium figures, mostly medium severity. We would propose a fact-check brief on the ranking and premium items and a review of the supplied owned and third-party pages, with corrections contingent on current primary-source verification.
BoatUS (Geico)
Questions This Section Answers
- What measured visibility pattern and review priority does BoatUS (Geico) have in Boat Insurance?
BoatUS (Geico) recorded 98 mentions (98.00%) and 41 recommendations (41.00%) across 100 answers included in the benchmark. Top 3 placements numbered 29; first-place recommendations numbered 11. Framing among its mentions was 42 positive, 56 neutral and 0 negative.
From October 2026 to November 2026, BoatUS (Geico)'s mention count rose from 0 to 98, while its recommendation count rose from 0 to 41. The recommendation rate was 0.00% and 41.00% respectively.
AI answers contained 0 conflicting claims about BoatUS (Geico): 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.
Another 5 possible conflicts were excluded because the company match was uncertain. They need an identity check before substantive review.
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 are the top 5 auto insurance companies? | 2 | 2 | 2 |
What insurance is cheaper than Farm Bureau? | 2 | 2 | 2 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected third-party review candidate: https://geico.com/auto-insurance/comparison/.
BoatUS (Geico) shows strong reach, a solid recommendation share and a large number of top-three positions relative to its first-place count. Its prior-month absence means the latest figures are a new baseline, not a recovery, and should be treated as the starting point for tracking.
No confirmed conflicts were recorded, but several possible ones were set aside because the company match was uncertain. We would propose an identity check on those before any substantive review, plus a review of the supplied third-party candidate.
National General
Questions This Section Answers
- What measured visibility pattern and review priority does National General have in Boat Insurance?
National General recorded 8 mentions (8.00%) and 1 recommendation (1.00%) across 100 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 1 positive, 7 neutral and 0 negative.
From October 2026 to November 2026, National General's mention count fell from 13 to 8, while its recommendation count fell from 7 to 1. The recommendation rate was 5.11% and 1.00% respectively.
AI answers contained 0 conflicting claims about National 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 insurance is cheapest for new drivers? | 1 | 1 | 1 |
What insurance companies does Zebra use? | 3 | 2 | 0 |
These are recorded answer observations, not search volume, verified demand, or proof of missing website content.
Selected owned-page review candidate: https://nationalgeneral.com/.
Selected third-party review candidate: https://thegeneral.com/car-insurance/high-risk/.
National General appears in a small share of answers and is rarely recommended, with a single top-three position and no first-place ones. The counts are low enough that month-to-month movement should not be read as a trend.
No conflicts were recorded. We would propose a modest review: confirm how the brand is described when it appears, check the supplied owned and third-party pages for accuracy, and track presence on a simple scorecard rather than setting a performance target.
Foremost Insurance
Questions This Section Answers
- What measured visibility pattern and review priority does Foremost Insurance have in Boat Insurance?
Foremost Insurance recorded 2 mentions (2.00%) and 0 recommendations (0.00%) across 100 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 2 neutral and 0 negative.
From October 2026 to November 2026, Foremost Insurance's mention count rose from 1 to 2, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.
AI answers contained 0 conflicting claims about Foremost 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 |
|---|---|---|---|
What insurance companies does Zebra use? | 3 | 1 | 0 |
What insurance covers a Harley Davidson? | 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://foremost.com/insurance/mobile-home/.
Selected third-party review candidate: https://thezebra.com/auto-insurance/.
Foremost Insurance is barely present and has no recorded recommendations, with neutral framing in the few mentions it received. The absence of endorsement is the finding to understand before any target is set; it may reflect limited coverage rather than a specific weakness.
No conflicts were recorded. We would propose a discovery review of the supplied owned and third-party pages to see how the brand is described, followed by a small scorecard so future presence can be tracked without over-reading sparse counts.
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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 Boat Insurance?
Build a cohort scorecard that fixes the company list, the answer sample and the reporting month, so later comparisons are traceable. Record reach, recommendation and placement as separate columns, and note sample coverage beside each month. This gives the agency a stable reference before any page or publisher work begins.
Step 2. Verify disputed facts
Questions This Section Answers
- What should the agency deliver when it works to verify disputed facts for Boat Insurance?
AI answers contained 26 conflicting claims across 6 companies. Another 5 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-priority item and the medium-rated premium and ranking claims. For each, resolve the entity, date and source against current primary evidence before deciding whether a correction is warranted. Set aside the uncertain company matches until identity is confirmed.
Step 3. Review owned pages
Questions This Section Answers
- What should the agency deliver when it works to review owned pages for Boat Insurance?
Assign page briefs to the supplied owned-page candidates, with each brief stating the claim to verify, the evidence required and the reviewer. Briefs should describe proposed work, not assert that current page contents are wrong. No edit proceeds until the underlying fact is confirmed from a current primary source.
Step 4. Review third-party sources
Questions This Section Answers
- What should the agency deliver when it works to review third-party sources for Boat Insurance?
Prepare source-review packages for the relevant third-party publishers, pairing each request with verified evidence and a clear statement of what is being asked. A citation does not establish influence, so requests should focus on accuracy rather than placement. Log requests and responses separately from confirmed edits.
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 Boat Insurance?
Turn the observed buyer questions into content briefs that answer them directly, using verified facts only. Track delivered work separately from answer outcomes, and measure again on the fixed cohort. Improvements should be reported as observations, not as proven effects of the work.
Third-party authority and citation opportunities
Questions This Section Answers
- Which cited publisher pages support targeted source review in Boat Insurance?
Publisher page selected for review | Citation appearances in all captured answers | Companies covered by the page selection |
|---|---|---|
https://nerdwallet.com/insurance/auto/car-insurance | 99 | Allstate, Nationwide, State Farm |
https://usnews.com/insurance/auto/best-car-insurance-companies | 139 | Allstate, Progressive |
https://thezebra.com/ | 46 | Nationwide, State Farm |
https://nerdwallet.com/insurance/auto/best-car-insurance-companies | 82 | USAA |
https://usnews.com/insurance/auto/cheapest-car-insurance-companies | 62 | Travelers |
https://geico.com/auto-insurance/cheap-auto-insurance/ | 45 | BoatUS (Geico) |
https://thezebra.com/auto-insurance/ | 42 | Foremost Insurance |
https://nerdwallet.com/insurance/auto/cheapest-car-insurance | 41 | Travelers |
https://geico.com/auto-insurance/comparison/ | 36 | BoatUS (Geico) |
https://forbes.com/advisor/car-insurance/best-car-insurance-companies/ | 23 | Progressive |
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 appears across captured answers and by how many of the cohort's carriers it covers. The two broad comparison pages reach the widest set of carriers, while several others are tied to a single brand. Citation appearances are not added again per company.
Before any request, the agency should verify what each page currently says and whether a disputed claim actually originates there. A citation does not establish that a source influenced an answer. Requests should be framed around accuracy and evidence, with responses logged separately from confirmed edits.
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 a scoped fact-review register, because several company findings depend on unresolved claims. The high-priority State Farm premium conflict and the medium-rated premium and ranking claims at other carriers should be verified first, since page and publisher work downstream depends on them.
Next, prepare page briefs for the supplied owned-page candidates and justified publisher requests, keeping confirmed edits, no-change decisions and requests in separate records. Finally, draft buyer-question content from the observed questions and refresh the scorecard, reporting completed work separately from measured answer outcomes and comparability limits.
Methodology and conclusion
Questions This Section Answers
- What do the Boat 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 100 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 5565 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 | 157 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Oct 2026 | 137 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Nov 2026 | 100 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
July 2026 measured a different set of companies, so it is excluded from this comparison. August 2026 measured a different set of companies, so it is excluded from this comparison.
The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.
The figures describe how a fixed set of answers worded mentions and endorsements in the reporting month. They do not measure customer satisfaction, search demand or the accuracy of company facts. Recommendations require affirmative endorsement with positive wording, and placement counts sit inside recommendation totals rather than adding to them.
The monthly samples differ, so comparisons show recorded movement without establishing why it occurred. The wider citation analysis covers many more answers than the benchmark, and cited pages still need independent verification.
Proposed next steps are a fixed cohort scorecard, a scoped fact-check register, page and publisher review packages, and buyer-question briefs, with delivered work tracked separately from answer outcomes.
/ Learn More
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?
What Is Citation Architecture?
What Is Generative Engine Optimization?
What Is AI Share of Voice?
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