How AI Search Is Recommending Gap Insurance: Monthly Trends

Executive Summary

The August 2026 measurement shows State Farm leading the category for AI-driven recommendation coverage, now at 78.8% of valid benchmark observations, up from 70.9% in July 2026. This is a significant 7.9-point gain and puts the leader 0.7 points ahead of USAA, which rose 4.0 points to 78.1% coverage — a movement inside the normal month-to-month variation range.

The strongest riser was Progressive, which entered the August benchmark with 61.9% recommendation coverage after having no tracked presence in the prior month's dataset. Liberty Mutual also posted a significant 9.4-point gain to 44.7% coverage. The category's sharpest declines came from Progressive RV Insurance, whose coverage fell 39.2 points to 0.0%, and the American Family Insurance entity naming, which moved 23.0 points down to 0.0% under that label. These changes were the largest single-month swings in this two-month series and drove the mixed category result.

The movement this month is notable, driven by both entity-naming changes in the tracked brand set and genuine gains among the category leaders. State Farm's significant rise was accompanied by a 9.2-point gain in top-three recommendation rate and an 11.3-point jump in rank-one rate, indicating a stronger hold on the most visible recommendation positions. Travelers also saw a rise in top-three rate, up 13.8 points, even as its overall coverage remained within the stable range.

Each monthly run begins with 800 prompt-surface observations (647 unique questions) across the benchmark's defined AI/search surface universe in July 2026, of which 800 mentioned a tracked brand or competitor; 566 were relevant and 234 were irrelevant. The public metrics use the 518 observations that survive both qualification stages. In August 2026, the funnel began with an undisclosed collection size and produced 302 qualified observations across the same six surface families. The qualified surface breadth held at six in both months.

Key Findings

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.

With the qualification funnel established, the benchmark-level metrics below summarize category-wide performance across both months.

Benchmark-Level Metrics

The July-to-August transition also saw a shift in the mix of response types. Recommendation shortlists remained the dominant response form in both months, while comparison analysis dropped from 70 observations in July to 13 in August, and pricing analysis fell from 27 to 7. The benchmark's focus in August was more concentrated on direct recommendation shortlists and ranked lists.

AI Recommendation Trend

State Farm Extended Its Lead While the Category's Middle Repositioned

The August benchmark shows a two-brand lead cluster at the top, with State Farm at 78.8% and USAA at 78.1%, followed by Travelers at 67.5%, Progressive at 61.9%, and Allstate at 59.9%. The significant movement came from entities entering or leaving the tracked set, along with genuine gains for State Farm and Liberty Mutual, rather than from a single category-wide shift.

The category-level change came from several movements exceeding normal month-to-month variation: State Farm's 7.9-point gain, Progressive's and American Family's entries into the tracked set, Liberty Mutual's 9.4-point rise, and the two entity-level exits. Allstate, Erie Insurance, Farmers, Nationwide, Travelers, and USAA all moved within normal variation this month.

What Changed This Month

State Farm Extended Its Lead

State Farm's valid recommendation coverage rose from 70.9% in July 2026 to 78.8% in August 2026, a significant 7.9-point gain. The brand was present in 301 of 302 qualified observations, effectively universal visibility.

The sharper story was in placement quality. The top-three recommendation rate rose from 38.8% to 48.0%, and the rank-one rate rose from 25.5% to 36.8%. State Farm was recommended first in 111 of 302 observations in August, compared with 132 of 518 in July — a smaller absolute count within a much smaller overall observation base, though the rate itself rose.

The distinction to notice: State Farm's raw presence was already near-saturated in July, so the August rate gain reflects a shift in how observations distribute across rank positions, not broader visibility. Highest-priority diagnostic: which prompt patterns shifted State Farm from a top-three mention to the first-ranked recommendation, and which competitor appeared when State Farm did not take rank one.

USAA Held the Second Position

USAA moved from 74.1% in July 2026 to 78.1% in August 2026, a 4.0-point gain that fell inside the normal variation range. The brand was present in 295 of 302 observations.

Top-three rate declined from 24.9% to 21.9%, while rank-one rate moved only slightly, from 8.1% to 8.6% (26 of 302 observations). Positive sentiment moved from 80.8% to 80.3% of mentions, essentially unchanged.

The distinction: USAA's coverage gain reflects broad presence, not top placement. The brand remained highly visible and frequently mentioned but did not translate that into the stronger rank positions that State Farm captured. Highest-priority diagnostic: where USAA appears in the answer but outside the top three, which brands take the higher slots, and what attributes are associated with those rankings.

Progressive Entered as a Significant Riser

Progressive appeared in the August benchmark with 61.9% valid recommendation coverage, a significant 61.9-point gain from no tracked baseline in July 2026. The company was present in 262 of 302 observations, an 86.8% presence rate.

Top-three rate was 33.1% (100 observations) and rank-one rate was 2.3% (7 observations), with positive sentiment at 66.8% of mentions. The entity in the July benchmark was tracked as Progressive RV Insurance at 39.2% coverage with 14.9% top-three rate and 54.8% presence.

The distinction: the July benchmark tracked a narrower RV insurance entity, and the August benchmark tracks the broader Progressive brand. The coverage jump reflects both a naming and scope change, not necessarily a visibility improvement in the same measured entity. Highest-priority diagnostic: which prompts drove the broader Progressive entity into the top three so often, and whether the RV-specific coverage carried over or was absorbed into the parent brand.

Liberty Mutual Broke Out of the Lower Tier

Liberty Mutual rose from 35.3% in July 2026 to 44.7% in August 2026, a significant 9.4-point gain. Presence was essentially flat at 67.2% (203 of 302 observations), so the gain came from recommendation frequency, not visibility.

The top-three rate rose from 2.5% to 5.3% (16 observations), and rank-one rate moved from 0.0% to 0.3% (1 observation). Positive sentiment improved from 53.5% to 65.0% of mentions.

The distinction: Liberty Mutual improved within a small base, with only 16 top-three placements in August. The movement is material but the absolute count is small, so the commercial significance of the 9.4-point gain depends on which prompts it came from. Highest-priority diagnostic: which prompt themes produced the additional top-three placements and whether they are high-intent purchase comparisons or informational queries.

Progressive RV Insurance and American Family Insurance Exited Tracked Coverage

Progressive RV Insurance fell from 39.2% in July 2026 to 0.0% in August 2026, a significant 39.2-point drop. The entity was tracked separately in July with 14.9% top-three rate and 54.8% presence, and did not appear as a tracked entity in August.

American Family Insurance similarly dropped from 23.0% in July 2026 to 0.0% in August 2026, a significant 23.0-point decline, while the American Family entity entered with 33.4% coverage. These are entity-naming shifts within the benchmark's tracking universe rather than visibility losses.

The distinction: both declines are consistent with a change in how the tracked entities are defined, not necessarily a loss of AI recommendation visibility for the underlying companies. Highest-priority diagnostic: whether the underlying Progressive and American Family brands maintained or improved their recommendation presence under the parent-brand naming, and what share of the RV-specific coverage remains.

Buyer-Intent Interpretation

In August 2026, all 302 qualified observations fell into the Brand Recommendation cluster. The Pricing & Value and Multi-Brand Comparison clusters contained no qualified observations in either month of the series, meaning the public benchmark cannot yet answer questions about how price, value, or head-to-head comparison influence AI recommendation choices in this vertical. The response type distribution did show 7 pricing-analysis answers and 13 comparison-analysis answers, but none qualified as a standalone pricing or comparison cluster at the buyer-stage level. The commercial implication is that the current benchmark evidence describes which brands AI systems recommend, not why they win on cost or comparison grounds.

Brand Opportunity Summary

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 covering the query, the AI surface used, the recommendation outcome, the rank position, sentiment, and citations where exposed. Company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns to explain the movements seen here. Source presence is not automatically treated as proof of causation.

About This Benchmark

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

• AI Industry Market Discovery Overview
• AI Industry Market Discovery Methodology
• AI Industry Market Discovery Metrics
• AI Industry Market Discovery Standards

Report-Specific Interpretation Notes

• Small-count movements: several August 2026 figures rest on fewer than 50 observations, especially top-three and rank-one counts for Liberty Mutual, Farmers, and American Family. These percentages can shift on a handful of additional recommendations.
• Qualified denominator: the August benchmark's 302 qualified observations are the public denominator for that month, compared with 518 in July. The rate-based metrics in this report (coverage, presence, top-three rate, rank-one rate) are constructed to be read across months even as the underlying observation count changes; absolute counts behind each rate are noted where they materially affect interpretation.
• Entity naming: the July benchmark tracked Progressive RV Insurance and American Family Insurance as separate entities; the August benchmark tracks Progressive and American Family. Movements between these labels reflect tracking-universe changes alongside any underlying visibility change, and should be read with that context.
• 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 are the questions that matter commercially: which high-intent prompts are won, 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 benchmark shows that State Farm has extended its lead and that Progressive and Liberty Mutual are gaining ground, but it does not say which prompt themes or evidence sources drive those rankings.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It answers the "why" behind the movement and identifies the specific levers that can change a brand's position with AI-driven buyers.

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