No-exam Life Insurance: AI Visibility Market Discovery Index

Benchmark Summary

Questions This Section Answers

• Which brand leads the No-exam Life Insurance category, and by how much?
• Which brand posted the largest coverage increase this month?

Banner Life remained the leading brand in the No-exam Life Insurance category in October 2026, with valid recommendation coverage of 72.3%. Protective held the second position at 67.5%, a gap of 4.8 percentage points between the two leaders. Banner Life's coverage moved from 62.5% in August 2026 to 72.3% in October 2026, a rise of 9.8 percentage points that is beyond normal month-to-month variation.

The largest coverage increase this month beyond normal variation was Transamerica, whose valid recommendation coverage rose from 23.4% in September 2026 to 28.5% in October 2026, an increase of 5.1 percentage points. Across the full series, Transamerica moved from 19.3% in August 2026 to 28.5% in October 2026, up 9.2 points, a significant rise. No brand recorded a significant decline in October 2026.

The benchmark began with 800 prompt-surface observations in each month and produced 541 qualified observations in October 2026 after qualification.

Current Benchmark at a Glance

Qualified surface breadth refers to the number of canonical AI/search surface families, out of six possible (ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode), with at least one qualified observation in the month.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending No-exam Life Insurance

Research Scope and Qualification

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

Current Brand Standings

Questions This Section Answers

• Which brands lead on valid recommendation coverage in October 2026?
• How do the standings differ across presence, top-three, and rank-one rates?

How to Read the Standings

• Presence rate: Share of qualified observations where a brand is mentioned at all.
• Valid recommendation coverage: Share of qualified observations where a brand appears with a clear recommendation, the benchmark's primary metric.
• Top-three rate: Share of qualified observations where a brand appears among the top three recommended options.
• Rank-one rate: Share of qualified observations where a brand is the first recommendation.
• Net sentiment: Positive mentions minus negative mentions divided by total mentions with direction, ranging from -1 to 1.

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

Recommendation Coverage Movement

Questions This Section Answers

• Which brands saw their recommendation coverage rise or fall since the August 2026 baseline?
• What supporting signals accompanied Banner Life's coverage increase?

Largest Increase: Banner Life

Banner Life's valid recommendation coverage rose from 62.5% in August 2026 to 72.3% in October 2026, a rise of 9.8 percentage points that is beyond normal month-to-month variation. The brand moved up in each of the two months since August 2026. Supporting signals followed the same direction. Banner Life's top-three rate rose from 41.9% in August 2026 to 55.1% in October 2026, up 13.2 points, and its rank-one rate rose from 26.9% to 32.2%, up 5.3 points.

Category Leader: Banner Life

Banner Life held the top valid recommendation coverage in October 2026 at 72.3%, compared with 62.5% in August 2026. The brand also led on placement, with a 55.1% top-three rate and a 32.2% rank-one rate in October 2026, and a presence rate of 74.7% in October 2026, up from 69.6% in August 2026. The gap to the next brand widened from 24.7 points in August 2026 to 37.4 points in October 2026 against Mutual of Omaha, and from 32.1 points to 44.6 points against Ladder over the same span, both gaps widening in each month of the series.

Recommendation Placement Snapshot

Questions This Section Answers

• How can two brands with similar coverage differ on how often they are recommended first?

Coverage alone does not show how prominently a brand is recommended. Among the leading brands, Protective illustrates how close coverage can still hide a different first-position pattern.

Banner Life and Protective hold close overall coverage, at 72.3% and 67.5% respectively in October 2026, yet Banner Life was recommended first in 32.2% of qualified observations against Protective's rank-one rate of 12.8%. Similar coverage hides a much weaker first-choice position.

Buyer-Intent Distribution

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

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

• How have the qualified observations and coverage leader changed across the August to October 2026 series?
• Which month recorded the largest coverage movement, and for which brand?

Banner Life has held the coverage lead in every month of the series.

Evidence and Source Layer

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, not proof that the source caused the recommendation.

Scope Boundaries

• This public benchmark does not measure market share.
• It does not measure attributable sales.
• It does not capture every possible AI response.
• It does not measure organic-search ranking.
• It does not measure social mention volume.
• It does not cover private or sponsored channels.
• It does not establish causality from a metric movement alone.

Top 10 Cited Domains

Questions This Section Answers

• Which domains are cited most often across AI platform responses?
• How concentrated are citations among the top domains, and which cited source belongs to a tracked brand?

Across all AI platform responses in this measurement period, 6,574 citations were observed across 640 unique domains.

Citations are moderately concentrated, with the top ten domains accounting for roughly 48% of all citations and the leading domain, nerdwallet.com, holding 11.0% on its own. One tracked brand's own domain appears in the top 10: ethos.com ranks third with 345 citations and is cited across all six canonical AI surface families. Review and comparison sites, led by nerdwallet.com, usnews.com, moneygeek.com, and policygenius.com, account for the largest share of the top 10, alongside consumer finance news outlets such as cnbc.com, wsj.com, forbes.com, and marketwatch.com.

About This Benchmark

The LLM Authority Index AI Visibility Market Discovery Index tracks how AI and search surfaces recommend brands across product categories, using public prompt-level research with transparent methodology. Each monthly index update adds to the same evergreen benchmark record.

• 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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