Business Insurance: AI Visibility Market Discovery Index

Benchmark Summary

Questions This Section Answers

• Which brand led AI recommendation coverage in October 2026, and by how much?
• Which brand recorded the largest coverage decline since the July 2026 baseline?

Next Insurance remained the valid recommendation coverage leader in October 2026 at 64.8%, up from a series low of 52.1% in September 2026, and held a 30.4 point lead over Hiscox Usa at 34.4% in October 2026, the next closest brand. The largest coverage increase since baseline was Hiscox Usa, which rose from 0.0% in July 2026 to 34.4% in October 2026, with a 6.6 point gain from 27.8% in September 2026, the second consecutive month its move exceeded normal month-to-month variation. The largest coverage decline since baseline was Hiscox, which fell from 68.6% in July 2026 to 0.0% in October 2026, reflecting a shift in which brand name appears in recommendations rather than continuous movement of a single entity. Next Insurance's rise from 52.1% in September 2026 to 64.8% in October 2026 was a significant month-over-month gain, recovering much of the ground it lost since July 2026.

The October 2026 benchmark produced 486 qualified observations after qualification, down from 582 in July 2026.

Current Benchmark at a Glance

Qualified surface breadth counts the canonical AI/search surface families with at least one qualified observation. Both months registered all six families: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. September 2026 carried 482 qualified observations between the July and October readings, and August 2026 carried 611.

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

Research Scope and Qualification

The public benchmark is narrower than the raw collection universe by design.

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

Current Brand Standings

Questions This Section Answers

• Where does each tracked brand rank on valid recommendation coverage in October 2026?
• How do presence rate, top-three rate, and rank-one rate differ across the tracked brands?

How to Read the Standings

Presence rate is the share of qualified observations where the brand is mentioned at all. Valid recommendation coverage is the share of qualified observations where the brand appears in a valid recommendation shortlist. Top-three rate is the share where the brand appears in the first three recommended positions. Rank-one rate is the share where the brand is the first recommendation. Net sentiment is the balance of positive over negative mentions, expressed on a scale from 0 to 1; it reflects how the benchmark's observed mentions skew, not independently measured customer satisfaction.

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

Company Spotlight: Vouch Insurance

Vouch Insurance's October 2026 standing shows a presence rate of 4.1%, valid recommendation coverage of 1.8%, a top-three rate of 1.7%, a rank-one rate of 1.0%, and net sentiment of 0.50. Coverage has risen for three consecutive months, from 0.7% in July 2026 to 1.2% in September 2026 to 1.8% in October 2026, though the cumulative move since baseline remains within normal variation and is not yet classified as a trend.

Next Insurance records 64.8% on valid recommendation coverage, while Vouch Insurance stands at 1.8%. The more important issue is what that gap means for Vouch Insurance's recommendation position. The same pattern holds on first-choice placement: Next Insurance's rank-one rate is 23.7% against Vouch Insurance's 1.0%. Vouch Insurance's presence rate of 4.1% is also not converting fully into recommendation: only 1.8 of every 4.1 qualified observations that mention the brand place it in a valid recommendation shortlist, a narrower conversion rate than the category leader shows at 98.4% presence against 64.8% coverage. Left unresolved, this recommendation gap means Vouch Insurance's existing visibility in qualified AI observations is producing proportionally fewer actual recommendations than it is for the category leader.

Highest-priority diagnostic: Why is Vouch Insurance's presence in qualified AI observations (4.1%) converting into valid recommendations (1.8%) and rank-one placement (1.0%) at a materially lower rate than the category leader, and what would need to change in cited content or placement to close that gap?

Recommendation Coverage Movement

Questions This Section Answers

• Which brand recorded the largest coverage increase since the July 2026 baseline?
• Why did Hiscox coverage fall to 0.0% while Hiscox Usa rose to 34.4%?

Largest Increase: Hiscox Usa

Hiscox Usa rose from 0.0% in July 2026 to 34.4% in October 2026, up 6.6 points from 27.8% in September 2026, a move beyond normal month-to-month variation in each of the two months it has been tracked. Its presence rate was 42.0% in October 2026, its top-three rate was 25.5%, and its rank-one rate was 2.5%. The brand name entered the tracked set in September 2026 as the Hiscox brand recorded 0.0%.

Largest Decline: Hiscox

Hiscox fell from 68.6% in July 2026 to 0.0% in October 2026, a 68.6 point decline tied to the emergence of Hiscox Usa as the tracked brand entity. Hiscox and Hiscox Usa are distinct brand entries; the data records a shift in which brand name appears in recommendations rather than a single brand's continuous movement.

Category Leader: Next Insurance

Next Insurance remained the coverage leader in October 2026 at 64.8%, 30.4 percentage points above Hiscox Usa at 34.4%. Its 12.7 point gain from 52.1% in September 2026 was beyond normal variation, reversing a decline that had run through August and September 2026. Its top-three rate rose from 38.4% in September 2026 to 51.0% in October 2026, and its rank-one rate from 16.6% to 23.7%.

Watch Items

Embroker rose for the third consecutive month, from 1.5% in September 2026 to 1.7% in October 2026, but the cumulative move since July 2026 remains within normal variation and is not yet a trend. Vouch Insurance recorded a third consecutive monthly rise, from 1.2% in September 2026 to 1.8% in October 2026, and is likewise not yet a trend. Founder Shield moved from 0.8% in September 2026 to 0.4% in October 2026 and Coterie Insurance held at 0.0%, both within normal variation.

Recommendation Placement Snapshot

Questions This Section Answers

• How does Next Insurance's rank-one rate compare to Hiscox Usa's in October 2026?
• Are brands with similar coverage recommended at similar prominence?

Coverage alone does not show how prominently a brand is recommended. Next Insurance and Hiscox Usa hold the two largest coverage shares, but their placement profiles differ.

Next Insurance's rank-one rate of 23.7% in October 2026 was far above Hiscox Usa's 2.5% despite a narrower gap in coverage. Similar coverage can still hide very different first-position rates.

Buyer-Intent Distribution

All qualified observations in both months fell into the Brand Recommendation class, which measures direct discovery and consideration of a brand.

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

Historical Measurement Record

Evidence and Source Layer

Questions This Section Answers

• What source and citation information does the benchmark retain for each observation?
• Does source presence prove that a source caused a brand recommendation?

This 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

This public benchmark does not measure market share, attributable sales, every possible AI response, organic-search ranking, social mention volume, or private and sponsored channels. A metric movement alone does not establish causality. The shift from Hiscox to Hiscox Usa as the tracked brand name reflects how the brand appears in recommendations, not a change in the underlying company.

Top 10 Cited Domains

Questions This Section Answers

• Which domains were cited most often across AI platform responses?
• How concentrated were citations among the top domains, and which were tracked brands' own sites?

Across all AI platform responses in this measurement period, 6,925 citations were observed across 1,071 unique domains.

Citations are moderately concentrated: the top 10 domains account for 2,996 of 6,925 citations, or roughly 43% of the total. The list includes two tracked brands' own domains: nextinsurance.com, the most-cited domain at 11.3%, and hiscox.com at 2.3%. Carrier and broker sites (nextinsurance.com, thehartford.com, progressivecommercial.com, insureon.com, hiscox.com, geico.com) and consumer comparison and review sites (nerdwallet.com, moneygeek.com) both feature prominently, alongside a video platform and a general search domain.

About This Benchmark

The LLM Authority Index AI Market Discovery Index tracks how AI and search surfaces present brands within a vertical, using prompt-level observations across six canonical AI surface families. New measurements are added to the same evergreen report each month.

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

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