How AI Search Is Recommending RV Insurance: Monthly Trends

Executive Summary

Progressive is the new coverage leader in October 2026 at 90.1% valid recommendation coverage, arriving from no coverage in the three prior months under a renamed tracked entity. The gap to the next brand, Good Sam Insurance Agency at 84.2%, is 5.9 points. This is the first month in the tracked series in which the category has a leader with both near-universal presence and near-universal recommendation placement.

Roamly posted the largest upward move of the month, rising 19.6 points from 42.8% in September 2026 to 62.4% in October 2026, its sharpest single-month change in the series. Foremost Insurance continued a three-month climb, reaching 27.7% coverage and adding 2.6 points over September. GEICO RV Insurance was the sharpest decliner from the July 2026 baseline, down 13.1 points to 31.7%.

The category structure changed materially rather than drifting. Progressive RV Insurance, which held the lead at 86.9% in July 2026, is recorded at 0.0% in October 2026 while Progressive is recorded at 90.1%, reflecting a tracked-entity transition rather than a single-brand collapse. Excluding that structural change, the clearest genuine movements were Roamly's rise, Foremost's continued accumulation, and GEICO RV Insurance's three-month decline to 31.7%.

Each monthly run begins with 800 prompt-surface observations (574 unique questions in October 2026, up from 518 in July 2026) across the benchmark's defined AI/search surface universe. Of those, all 800 mentioned a tracked brand or competitor; 342 were relevant and 458 were irrelevant in October 2026 (396 relevant and 404 irrelevant in July 2026). The public metrics use the 202 qualified observations in October 2026 (290 in July 2026) that survive both qualification stages. August 2026 and September 2026 sat between these points with 274 and 264 qualified observations respectively.

Key Findings

AI Response Inconsistency Alerts

One critical or high-severity factual inconsistency was detected this month, spanning two AI platforms.

Roamly

A high-severity factual conflict was detected concerning Roamly's Better Business Bureau rating, with full confidence in the detection. When asked "Is Roamly insurance legit?", ChatGPT stated that the BBB lists Roamly as not accredited with the D- rating. Copilot, responding to the same question, stated that the BBB gives Roamly an A+ rating. The two claims are mutually exclusive, since a company cannot simultaneously hold a D- and an A+ rating.

ChatGPT cited Roamly's own support page, Trustpilot, and the BBB profile page for Roamly. Copilot cited TopConsumerReviews, ConsumerAffairs, and Trustpilot. One source page was flagged with high confidence: a TopConsumerReviews page asserting that Roamly has an A+ rating from the Better Business Bureau. The divergence in cited sources is consistent with the divergence in claims, and the question asked was identical across both platforms.

Benchmark Context

Questions This Section Answers

• How did the qualified RV insurance observation base change between July 2026 and October 2026?
• Which benchmark-level metrics moved even as the qualified denominator narrowed?

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 denominator narrowed from 290 observations in July 2026 to 202 in October 2026 while qualified surface breadth held at six AI surface families. The reduction reflects collection volume and filtering, not a change in which channels the benchmark covers. August 2026 (274 observations) and September 2026 (264) sit between the two endpoints.

Benchmark-Level Metrics

The two structural metrics diverged in direction: recommendation-shaped answer share eased 1.9 points while valid recommendation shortlist share rose 3.8 points. September 2026 intermediate readings were 43.9% and 74.6%, so October recovered on both measures relative to the prior month even on a smaller qualified base.

AI Recommendation Trend

Questions This Section Answers

• Which RV insurance brands posted statistically significant gains or declines in October 2026?
• How did the top-three coverage rankings change from July 2026 to October 2026?

The category has a new coverage leader and a wider field of brands in the 30% to 90% range than at any prior point in the series.

Three brands posted gains that exceeded normal month-to-month variation against the baseline: Roamly, Foremost Insurance, and Progressive. GEICO RV Insurance and Progressive RV Insurance were flagged as significant decliners. The remaining brands moved within normal variation or held flat. The category-level picture therefore came from a combination of two sustained risers, one structural entrant, and a small number of sharper losses rather than from a single dominant shift.

What Changed This Month

Questions This Section Answers

• Why did Progressive replace Progressive RV Insurance at the top of the coverage rankings?
• What separated Roamly's presence-led rise from Foremost Insurance's dual presence and placement gain?
• Which presence and placement signals drove GEICO RV Insurance's three-month decline?

Progressive

Progressive is recorded at 90.1% valid recommendation coverage in October 2026, appearing in the series for the first time as a tracked entity. Its 88.6% top-three rate and 81.7% rank-one rate are the highest placement figures in the category. Raw mention presence is 100.0%, meaning AI systems surfaced the brand in every qualified observation.

The appearance coincides with Progressive RV Insurance, the prior leader at 86.9% coverage in July 2026, being recorded at 0.0% in October 2026. The two names carry near-identical placement profiles in their respective active months, with Progressive RV Insurance at 80.0% top-three and 75.2% rank-one in July 2026 against Progressive at 88.6% and 81.7% in October 2026. The reader should treat this as a tracked-entity transition in the benchmark rather than as one brand displacing another or as a collapse in category demand.

Highest-priority diagnostic: Which prompt and surface set the Progressive entity now occupies, and whether the underlying recommendation behavior differs from the prior Progressive RV Insurance entity.

Roamly

Roamly rose 19.6 points from 42.8% valid recommendation coverage in September 2026 to 62.4% in October 2026, a significant movement and the brand's largest single-month change in the tracked window. Against the July 2026 baseline of 52.4%, the movement is up 10.0 points, also significant.

The rise came primarily through presence rather than placement. Raw mention presence moved from 48.9% in September 2026 to 69.8% in October 2026, a 12.9-point increase against July 2026 and significant at the baseline. The top-three rate moved only from 11.0% to 19.3%, and the rank-one rate from 0.4% to 2.0%, neither flagged as significant. The valid recommendation count rose from 113 in September 2026 to 126 in October 2026 on a smaller observation base.

The distinction that matters for the reader is that Roamly gained visibility faster than it gained placement. The brand is being surfaced alongside category options more often, but is not yet converting that presence into top-three or leading placements at a comparable rate. That gap between presence and placement is the commercial headroom.

Highest-priority diagnostic: Which specific prompts drove the nearly thirteen-point presence gain, and why those prompts are converting to mentions rather than to top-three placements.

Foremost Insurance

Foremost Insurance continued a three-month upward climb, reaching 27.7% valid recommendation coverage in October 2026. Against the July 2026 baseline of 17.9%, the movement is up 9.8 points and significant. The month-over-month gain from September 2026 was 2.3 points, within normal variation on its own.

Presence and placement both moved. Raw mention presence rose 10.4 points from July 2026 to 34.2% in October 2026, a significant movement. The top-three rate rose 10.2 points from 8.6% to 18.8%, also significant against the baseline. The valid recommendation count rose from 52 in July 2026 to 56 in October 2026, and the rank-one count from 2 to 3. The average recommended rank improved from 3.57 in July 2026 to 2.98 in October 2026.

The signal to notice is that Foremost is gaining on both dimensions at once, which is a structurally different pattern from Roamly's presence-led rise. The brand remains sixth in coverage, so the absolute position is modest, but the direction is consistent and the placement quality is improving alongside the visibility.

Highest-priority diagnostic: Which prompt clusters and evidence sources are associated with the simultaneous presence and placement gains, and whether the pattern is repeatable across additional prompts.

GEICO RV Insurance

GEICO RV Insurance was the sharpest decliner in the category, falling 13.1 points from 44.8% valid recommendation coverage in July 2026 to 31.7% in October 2026, a significant movement. The decline has now run three consecutive months. The month-over-month change from September 2026 was 1.6 points, so the bulk of the loss accrued earlier in the window.

The decline shows in both presence and placement. Raw mention presence fell 17.1 points from 57.2% in July 2026 to 40.1% in October 2026, a significant movement. The top-three rate fell 11.8 points from 26.6% to 14.8%, also significant. Most materially, the rank-one rate fell to 0.0% in October 2026 from 1.7% in July 2026, a significant movement, meaning the brand no longer holds leading placements in any qualified observation this month. The valid recommendation count fell from 130 in July 2026 to 64 in October 2026.

The distinction worth noting is that the brand still has meaningful presence at 40.1% and a top-three rate of 14.8%. It has lost the top slot specifically. That is a placement problem layered on top of a presence problem, and the two should be diagnosed separately.

Highest-priority diagnostic: Which prompts previously placed GEICO RV Insurance first, and which brands now occupy that leading position in those prompts.

Small-Count Brands

American Family Insurance moved from 3.5% coverage in July 2026 to 1.0% in October 2026, with 2 valid recommendations this month against 10 in July 2026. The Hartford held at 2.5% coverage with 5 valid recommendations, down from 14 in July 2026. Safeco Insurance moved from 3.5% to 2.5% with 5 valid recommendations, down from 10. These movements are within normal variation at such small counts and should not be read as directional trends. Dairyland Insurance remains at 0.0% coverage with no valid recommendations and a single neutral mention in the month.

Competitive Repositioning

Two notable gaps widened across the window. The distance between GEICO RV Insurance and Progressive widened by 103.2 points, from a 44.8-point lead in July 2026 to a 58.4-point deficit in October 2026, and has widened every month in the series. The gap between Progressive RV Insurance and Roamly moved from 34.5 points in July 2026 to 62.4 points favoring Roamly in October 2026, reflecting the Progressive entity transition. At category level the field has compressed into a broader band of brands between roughly 30% and 90% coverage, with the middle of the category more populated than at the start of the window.

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent clusters did AI recommendations actually cover in October 2026?
• What commercial questions about RV insurance pricing and multi-brand comparisons remain unanswered by the benchmark?

In October 2026, all 202 qualified observations fell into the Brand Recommendation cluster. Pricing and Multi-Brand Comparison captured no qualified observations this month, consistent with the prior months in the series. The public benchmark therefore cannot yet answer which brand AI systems present as best value, how cost and premium questions are handled, or which brand is positioned as superior in direct head-to-head comparisons. Those commercial questions remain open for company-level analysis.

Brand Opportunity Summary

Questions This Section Answers

• What is the highest-priority diagnostic for each RV insurance brand in the October 2026 benchmark?

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

Evidence Behind the Benchmark

The aggregate metrics are built from prompt-level observations (query, surface, recommendation outcome, rank, sentiment, and citations where exposed). Company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns. Source presence is not automatically treated as proof of causation.

About This Benchmark

This report is part of the LLM Authority Index AI Visibility Market Discovery research program.

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

Report-Specific Interpretation Notes

• October 2026 qualified observations (202) are lower than July 2026 (290); all brand-level percentages are calculated within the qualified set, so percentage levels partly reflect the smaller denominator.
• The Progressive and Progressive RV Insurance entries reflect a tracked-entity transition in the benchmark rather than a single-brand collapse or a new entrant displacing an incumbent.
• Small-count brands (under 15 valid recommendations) should be read as directional signals rather than proof of trend; American Family Insurance, The Hartford, Safeco Insurance, and Dairyland Insurance all sit in this band.
• Raw collection size (800 prompts) is separate from the qualified analysis set; the public metrics use only qualified observations.
• 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.

Beneath the aggregate percentage sit the questions that matter for strategy: which high-intent prompts a brand is winning, which competitor takes the recommendation when a brand loses, what attributes AI systems associate with each option, and which external sources shape those answers. The public benchmark tracks the surface movement; it does not expose the underlying prompt and evidence patterns that drive it.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It identifies not just where a brand stands, but which specific prompt clusters and surfaces offer the highest-value opportunity.

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