Wedding Insurance: AI Visibility Market Discovery Index

Benchmark Summary

Travelers leads the Wedding Insurance AI Visibility Market Discovery Index in October 2026 with a valid recommendation coverage of 67.0%, up from 50.0% in July 2026, holding a 9.0-point gap over second-place Progressive at 58.0%. Travelers' move from 47.6% in September 2026 to 67.0% in October 2026 was beyond normal month-to-month variation, and Progressive's rise from 0.0% in September 2026 to 58.0% in October 2026 was likewise beyond normal variation. Progressive's series has been volatile: 0.0% in July 2026, 34.5% in August 2026, 0.0% in September 2026, and 58.0% in October 2026, and its entry into the benchmark coincided with the August 2026 shift from Progressive RV Insurance to Progressive as the tracked brand.

October 2026 recorded two significant risers, Progressive and Travelers, and one significant decliner, Progressive RV Insurance. Progressive RV Insurance fell from a valid recommendation coverage of 5.6% in July 2026 to 0.0% in October 2026, a move beyond normal month-to-month variation. Among brands with continuous tracking across the full series, Travelers posted the largest coverage increase, up 17.0 percentage points. Progressive's 58.0-point rise over the same span is larger in absolute terms but reflects its August 2026 entry following the Progressive RV Insurance brand transition, not a continuously tracked climb. The benchmark began with 800 prompt-surface observations in each month and produced 112 qualified observations in October 2026 after qualification.

Current Benchmark at a Glance

Qualified surface breadth counts the number of canonical AI surface families with at least one qualified observation. The six families are ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. Breadth held at six across every month of the series. August 2026 recorded 194 qualified observations and September 2026 recorded 149, so the qualified pool contracted in each of the three months after the July 2026 baseline.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Wedding Insurance

Research Scope and Qualification

The public benchmark is narrower than the raw collection universe by design. The funnel below shows how raw prompt-surface observations narrow to the qualified benchmark.

Brand-level percentages use the qualified observations as the public denominator, not the raw collection. See the AI Visibility Market Discovery Methodology for full details.

Current Brand Standings

Questions This Section Answers

• Which wedding insurance brands lead on valid recommendation coverage?
• How far ahead is Travelers, and where does Allstate sit?
• Which brands rank high on first-position recommendations despite lower coverage?

The table below is the primary current-month view, sorted by valid recommendation coverage.

How to Read the Standings

• Presence rate: share of qualified observations where the brand is mentioned at all, regardless of recommendation status.
• Valid recommendation coverage: share of qualified observations where the brand appears in a valid recommendation list.
• Top-three rate: share of qualified observations where the brand appears in the top three recommended positions.
• Rank-one rate: share of qualified observations where the brand is the first recommendation.
• Net sentiment: positive mentions minus negative mentions divided by total mentions.

For formulas and denominator rules, see AI Visibility Market Discovery Metric Definitions.

Recommendation Coverage Movement

Questions This Section Answers

• Which wedding insurance brands gained or lost the most coverage since July 2026?
• Why is Progressive's 58-point rise not a continuously tracked climb?
• Which brand saw coverage fall to zero by October 2026?

Largest Increase: Progressive

Progressive rose from a valid recommendation coverage of 0.0% in July 2026 to 58.0% in October 2026, an increase of 58.0 percentage points beyond normal month-to-month variation. Progressive entered the benchmark in August 2026 alongside the brand transition from Progressive RV Insurance, and its coverage has since moved from 34.5% in August 2026 to 0.0% in September 2026 to 58.0% in October 2026. In October 2026 its coverage of 58.0% came with a presence rate of 88.4%, a top-three rate of 28.6%, and a rank-one rate of 5.4%. Progressive RV Insurance, tracked separately under its own name, moved from 5.6% in July 2026 to 0.0% in October 2026.

Largest Decline: Progressive RV Insurance

Progressive RV Insurance fell from a valid recommendation coverage of 5.6% in July 2026 to 0.0% in October 2026, a decline of 5.6 percentage points beyond normal month-to-month variation. Its presence rate stood at 8.3% in July 2026, when the brand held a 4.6% top-three rate and a 1.4% rank-one rate. The brand's coverage moved from 0.0% in August 2026 to 3.4% in September 2026 before falling to 0.0% in October 2026, and by October 2026 the brand recorded no qualified observations in the benchmark.

Category Leader: Travelers

Travelers remained the coverage leader with a valid recommendation coverage of 67.0% in October 2026, up from 50.0% in July 2026 and beyond normal month-to-month variation. Its October 2026 reading sat 9.0 percentage points ahead of Progressive at 58.0% and 27.7 points ahead of Allstate at 39.3%. Travelers' rank-one rate stood at 7.1% in October 2026, down from 9.3% in July 2026, while its presence rate of 92.0% in October 2026 was the highest among tracked brands.

Recommendation Placement Snapshot

Questions This Section Answers

• Which brands are recommended most often in the top three positions?
• Does higher coverage translate into more first-position recommendations?

Coverage alone does not show how prominently a brand is recommended. The table below shows top-three and rank-one placement rates for the leading brands.

The Event Helper, despite a valid recommendation coverage of 16.1% in October 2026, recorded an 8.9% rank-one rate that exceeded Travelers' 7.1% and Progressive's 5.4%. Overall coverage level does not necessarily predict first-position placement. Progressive's 58.0% coverage translated into a 28.6% top-three rate, and Travelers' 67.0% coverage into 24.1%, so the two leading brands by coverage carried different first-position profiles.

Buyer-Intent Distribution

All qualified observations in both months fell into the Brand Recommendation class.

The current public series measures brand recommendation discovery and does not yet contain qualified observations in the Pricing & Value or Multi-Brand Comparison classes.

Historical Measurement Record

Questions This Section Answers

• Has Travelers led the benchmark in every measurement period?
• Which months produced the largest coverage movements?

This is an evergreen benchmark URL. New measurements are added to the same report.

Evidence and Source Layer

Questions This Section Answers

• What data does each benchmark observation retain?
• Does a cited source prove it caused a brand's recommendation?

The benchmark is built from prompt-level observations that retain the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment. It is not automatically proof that the source caused the recommendation.

Scope Boundaries

• Market share, unit sales, or revenue for any brand.
• Attributable sales or policy volume linked to AI answers.
• Every possible AI response, including surfaces outside the six canonical families.
• Organic-search ranking.
• Social mention volume.
• Private, sponsored, or gated channels.
• Causality from a metric movement alone.

Top 10 Cited Domains

Questions This Section Answers

• Which domains do AI platforms cite most for wedding insurance answers?
• Are citations concentrated among a few sites or spread across many?
• Which tracked brand domain appears in the top ten cited sources?

Across all AI platform responses in October 2026, the benchmark observed 7,431 citations drawn from 849 unique domains.

Citations are broadly distributed rather than concentrated: the top ten domains together account for 3,324 citations, and no single domain reaches more than 7.0% share. The remaining citations spread across 839 additional domains. Allstate's own domain, allstate.com, appears in the top ten at 2.6% share and is the only tracked brand domain in the list. Review and comparison sites, led by nerdwallet.com, usnews.com, thezebra.com, and insurify.com, dominate the upper ranks, with news and financial outlets such as marketwatch.com and general platforms such as google.com and youtube.com filling out the remainder.

About This Benchmark

The LLM Authority Index AI Visibility Market Discovery Index tracks how often brands appear in AI-generated responses across six canonical AI surface families. This neutral industry benchmark measures presence, recommendation coverage, placement, and sentiment without favouring any one brand.

• AI Visibility Market Discovery Methodology
• AI Visibility Market Discovery Metric Definitions
• AI Visibility Market Discovery Research Standards
• Modeled AI Visibility Authority Value

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