How AI Search Is Recommending Boat Insurance: Monthly Trends

Executive Summary

USAA remains the category leader in October 2026 at 66.4% valid recommendation coverage, ahead of State Farm at 65.7%, a leadership margin of 0.7 points, the tightest in the four-month series. Against the July 2026 baseline, no brand posted a significant increase in valid recommendation coverage; State Farm's gain from September to October (11.6 points) is the only significant month-over-month riser the benchmark recorded this month. USAA's own position sits 5.3 points below its July 2026 baseline of 71.7%, but the leader gained 5.9 points from September 2026 to October 2026, its second consecutive monthly improvement, a move the benchmark does not classify as significant.

The largest significant decliner against the July 2026 baseline is BoatUS (Geico), down 5.9 points to 0.0% coverage from a baseline of 5.9%. The brand's sharpest move was month-over-month: a 14.6-point drop from 14.6% in September 2026, the only significant month-over-month decline recorded this month. Foremost Insurance (tracked as Foremost before August 2026) and Markel are also flagged as significant decliners against baseline on very small counts, dropping to 0.0% coverage from baselines of 2.7% and 3.2% respectively.

The month's defining commercial feature is that the leadership cluster compressed sharply. USAA at 66.4%, State Farm at 65.7%, Progressive at 59.9%, and Travelers at 59.9% now sit within 6.5 points of one another, with State Farm posting the series' strongest single-month gain at 11.6 points from September 2026. Rank-one prominence moved to State Farm at 24.8%, well clear of USAA at 13.9%.

Each month's public benchmark begins with 800 prompt-surface observations (656 unique questions in October 2026, against 653 in July 2026). In both months, 800 prompts mentioned a tracked brand or competitor; 180 were relevant in October against 227 in July, with 620 and 573 irrelevant respectively. The public metrics use the 137 observations that survive both qualification stages in October 2026, against 187 in July 2026.

Key Findings

AI Response Inconsistency Alerts

Questions This Section Answers

• Where did AI platforms disagree on who holds the number one position by market share?
• What sources did platforms cite when making conflicting claims about the top-ranked auto insurer?
• Which pricing conflict emerged between platforms on Tesla Model 3 insurance cost?

The benchmark detected 3 critical or high-severity factual inconsistencies across 5 AI platforms this month. Each conflict involves conflicting claims made by different AI systems in response to the same or comparable questions.

Progressive

A high-severity factual conflict emerged on the question of who holds the number one position by market share. When asked "Who is the #1 auto insurance company?" Perplexity stated that State Farm is the largest auto insurer by market share, describing Progressive as a top competitor but not number one, citing ValuePenguin, LendingTree, and Forbes Advisor. Copilot stated on the same question that Progressive has overtaken State Farm and is now the number one auto insurance company by premiums written and policies in force, citing PolicyRix, Actuary.info, and CarInsurance.com. The flagged sources show the disagreement originates upstream: CNBC and LendingTree both support the State Farm position at high confidence, while PolicyRix supports the Progressive claim, attributing it to S&P Global Market Intelligence.

Travelers

A high-severity factual conflict emerged on the question of the top-ranked auto insurer. When asked "What is the #1 auto insurance in the US?" Google AI Mode stated that Travelers is not the top-ranked company, identifying USAA as number one by quality and Progressive as number one by size, citing Carrier Management, a Facebook group post, and Insurance Business Mag. Copilot stated that Travelers is the number one auto insurance company in the U.S. in 2026, ranked best overall, citing Insurance.com, MarketWatch, and U.S. News. The flagged sources show the divergence is between size-based and satisfaction-based rankings: Carrier Management and an NAIC market-share reference support the size framing, while Insure.com's 2026 best-insurance report supports the Travelers best-overall claim.

USAA

A high-severity pricing conflict emerged on the question of Tesla Model 3 insurance cost. When asked "How much does new Tesla Model 3 insurance cost in 2025?" Google AI Overviews stated $187 per month, citing Insurify, Compare.com, and a Tesla owners' Facebook group. Gemini stated roughly $1,410 per year, or about $117.50 per month, citing Insuranceopedia. The two figures are not reconcilable as a single USAA average for the same vehicle, and the flagged evidence suggests the gap reflects different source bases rather than a single authoritative figure.

Benchmark Context

The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.

The qualified surface breadth held at six canonical AI/search surface families in both months: ChatGPT, Copilot, Gemini, AI Overviews, AI Mode, and Perplexity.

Benchmark-Level Metrics

The October qualified base of 137 observations is the smallest in the four-month series, following September's 157, August's 196, and July's 187. Recommendation-shaped answer share reached its series high in October even as the total qualified base contracted, and the valid recommendation shortlist share recovered to its July level after dipping to 59.9% in September.

AI Recommendation Trend

Questions This Section Answers

• How large is USAA's lead over State Farm in October 2026?
• Which brands now sit within 6.5 points of the category lead?
• Which brand posted the largest month-over-month gain or decline this month?

A Settled Leader Facing a Compressed Field

USAA holds the top position for the fourth consecutive month, but its margin over State Farm has closed to 0.7 points, and four brands now sit within 6.5 points of the lead. The October field is the tightest the series has recorded at the top.

Three brands exceeded normal month-to-month variation against the July baseline this month: BoatUS (Geico), Foremost Insurance, and Markel, all significant decliners on very small bases. Every other tracked brand, including the four-way leadership cluster, remained within normal variation against baseline. State Farm's 11.6-point gain from September 2026 is the only significant month-over-month riser recorded this month, while BoatUS (Geico)'s 14.6-point drop over the same span is the only significant month-over-month decline.

What Changed This Month

Questions This Section Answers

• Why is USAA's fourth consecutive month as leader considered stable rather than a meaningful gain?
• What drove State Farm's 11.6-point gain and rank-one leadership this month?
• Which boat insurance specialists dropped to zero coverage, and how should their small counts be interpreted?

USAA: Leader Holding Position on a Stronger Overall Presence

USAA's coverage rose from 60.5% in September 2026 to 66.4% in October 2026, a 5.9-point gain and the brand's second consecutive monthly improvement. Against the July 2026 baseline of 71.7%, the brand remains 5.3 points lower, a movement the benchmark classifies as stable rather than significant.

Raw mention presence reached 99.3% in October, up from 96.3% in July, with 136 of 137 qualified observations mentioning the brand. Placement quality held steady rather than improving: the top-three rate moved from 28.9% in July to 28.5% in October, and the rank-one rate was unchanged at 13.9%, with 19 rank-one appearances in October versus 26 in July.

The distinction to notice is that USAA is now being recommended across a growing share of qualifying answers while its prominence within those recommendations has not moved. Its average recommended rank drifted from 2.71 in July to 3.54 in October.

Highest-priority diagnostic: Which prompt categories now recommend USAA without placing it first, and which provider occupies the top position in those answers?

State Farm: Series' Strongest Single-Month Move Restores the Leadership Race

State Farm's coverage climbed from 54.1% in September 2026 to 65.7% in October 2026, an 11.6-point gain the benchmark flags as significant. Against the July 2026 baseline of 69.0%, the brand is down 3.3 points, but the October result brings it within 0.7 points of the category lead.

Placement quality improved on the broader base. State Farm's top-three rate rose from 23.0% in July to 39.4% in October, a 16.4-point gain, and its rank-one rate climbed from 11.8% to 24.8%. The brand recorded 54 top-three appearances and 34 rank-one appearances in October, the highest rank-one count in the category.

The distinction is that State Farm is now both recommended more often and recommended first more often, a combination no other brand in the field matched this month. Raw mention presence held at 98.5%, essentially flat against July's 99.5%.

Highest-priority diagnostic: Which qualifying prompts moved State Farm into the top position, and does the gain concentrate on a specific surface or question format?

Progressive and Travelers: A Statistical Dead Heat in the Leadership Tier

Progressive and Travelers both finished October 2026 at 59.9% coverage, tied for third. Progressive is down 7.5 points from its July 2026 baseline of 67.4%, while Travelers is down 5.9 points from 65.8%. Both brands remained within normal variation against baseline.

Progressive's improvement from September 2026 was 9.6 points, and Travelers gained 1.3 points over the same span. Progressive's top-three rate rose from 20.9% in July to 29.2% in October, while its rank-one rate fell from 5.9% to 1.5%, with only 2 rank-one appearances in October against 11 in July. Travelers' top-three rate slipped slightly from 27.8% to 26.3%, and its rank-one rate fell from 14.4% to 10.9%, with 15 rank-one appearances versus 27 in July.

The distinction is that both brands are strong in the recommendation shortlist but neither is converting that strength into first-position recommendations at July levels. Progressive's 29.2% top-three rate is second only to State Farm's, yet only 2 of its 40 top-three appearances were first place.

Highest-priority diagnostic: For each brand, which prompts produce top-three placements without a first-place recommendation, and which competitor is named first instead?

BoatUS (Geico): Specialist Drops to Zero Coverage

BoatUS (Geico) fell from 14.6% coverage in September 2026 to 0.0% in October 2026, a 14.6-point decline the benchmark flags as significant, and the largest single-month movement in the field. Against the July 2026 baseline of 5.9%, the brand is down 5.9 points, also significant. Raw mention presence fell to 0.0%, from 21.0% in September and 6.4% in July.

The brand recorded zero valid recommendations in October, against 23 in September and 11 in July. No top-three or rank-one placements were recorded.

The small-count caveat applies: 23 valid recommendations in September was already a modest base, and a move from that base to zero is a single-month observation rather than an established trajectory. The distinction to note is that the brand's September strength was concentrated rather than broad, and the October result shows how quickly a specialist's measured position can change.

Highest-priority diagnostic: Which prompts surfaced BoatUS (Geico) in September, whether those prompts changed in October, and whether boating-specific questions still surface the brand at all?

Allstate: The Only Brand Above Baseline

Allstate rose from 36.9% coverage in July 2026 to 40.2% in October 2026, a 3.3-point gain and the only increase against baseline among the ten tracked brands. The improvement from September 2026 was 8.3 points, the brand's second consecutive monthly gain.

Raw mention presence improved from 78.1% in July to 80.3% in October. Placement quality moved in the opposite direction: the top-three rate fell from 3.2% to 1.5%, and the rank-one rate fell from 1.1% to 0.0%, with 2 top-three appearances and no first-place recommendations in October.

The distinction for Allstate is that its coverage gain came from broader mention, not from stronger recommendation, and the brand sits in a wide gap between presence and recommendation.

Highest-priority diagnostic: What separates the prompts where Allstate is recommended from the 80.3% of observations where it is only mentioned?

Markel and Foremost Insurance: Small-Count Specialists at Zero Coverage

Markel fell from 3.2% coverage in July 2026 to 0.0% in October 2026, a 3.2-point decline the benchmark flags as significant, extending a three-month downward streak. The brand recorded 1 mention and no valid recommendations in October, with raw mention presence at 0.7%.

Foremost Insurance (tracked as Foremost before August 2026) fell from 2.7% coverage in July 2026 to 0.0% in October 2026, a 2.7-point decline the benchmark flags as significant. The brand recorded 1 mention and no valid recommendations in October, with raw mention presence at 0.7%.

The small-count caveat is decisive here: both brands recorded a single mention in October and no valid recommendations, and percentage movements of this size on such a small base should not be treated as established direction. The distinction worth noting is that both are tracked specialists whose presence in the qualified set is minimal in both baseline and current months.

Highest-priority diagnostic: Whether specialty marine insurance prompts surface either brand at all, and under which question formats?

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent clusters do the qualified observations actually capture?
• What can the benchmark not show about pricing and multi-brand comparison questions?

All 137 qualified observations in October 2026 fell into the Brand Recommendation cluster. None of the qualified observations captured the Pricing & Value or Multi-Brand Comparison clusters, consistent with July, August, and September 2026.

The commercial consequence is that the public benchmark remains a direct-recommendation instrument only. When shoppers ask AI systems which boat insurer to buy, the benchmark can show who wins. When those shoppers ask what coverage costs, whether a specialist offers better value, or how two providers compare side by side, the benchmark has no visibility into which brands lead those conversations. This limitation persists even as recommendation-shaped answer share reached a series high of 34.3%, suggesting the qualified set is increasingly concentrated on recommendation questions rather than broadening.

Brand Opportunity Summary

Questions This Section Answers

• What is the highest-priority diagnostic for each brand based on its October 2026 position?
• Which brands are flagged as significant decliners requiring prompt-level investigation?

The benchmark identifies where attention is warranted; a company-level analysis is needed to explain why.

Evidence Behind the Benchmark

Questions This Section Answers

• What prompt-level data points feed the aggregate metrics?
• How does the benchmark treat source presence in relation to causation?

The aggregate metrics are built from prompt-level observations covering the query, the AI surface where it was asked, the recommendation outcome, the rank at which each brand appeared, the sentiment of the response, and the citations where those were exposed. Company-level analysis can go deeper into which prompts each brand wins or loses, which competitors appear when a brand is not recommended, and which external sources shape the answers. Source presence is not automatically treated as proof of causation.

About This Benchmark

This report is part of the CiteWorks Studio AI Visibility Industry Market research program.

• AI Visibility Industry Market Methodology
• AI Visibility Industry Market Metrics
• AI Visibility Industry Market Standards

Report-Specific Interpretation Notes

• Several tracked brands rest on very small observation counts in October 2026, including Markel and Foremost Insurance with 1 mention each and no valid recommendations, and BoatUS (Geico) with none. Their percentage movements should be read with that limitation in mind.
• The qualified benchmark denominator (137 in October 2026) is smaller than the raw collection universe (800 prompts), and all brand-level percentages are calculated within the qualified set. The October base is the smallest in the four-month series.
• Brand naming across the series is not fully consistent: Foremost and Foremost Insurance, Progressive and Progressive RV Insurance, and Progressive RV Insurance's August 2026 entry all affect like-for-like comparison across months.
• Month-over-month movement identifies changes worth investigating; it does not by itself establish the cause of those changes.

Next Step

The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.

The aggregate percentages in this report raise questions the benchmark alone cannot answer. Which high-intent prompts is each brand winning? When a brand loses the recommendation, which competitor takes it? What attributes do AI systems associate with each option, and which external sources are shaping those answers? For the four brands now clustered within 6.5 points of the lead, the deciding question is which prompt types and which surfaces will separate them. For BoatUS (Geico), the question is whether September's specialist strength was tied to a prompt set that has since changed.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. Where the benchmark shows the score, the audit shows the drivers behind it.

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