How AI Search Is Recommending Business Insurance: Monthly Trends
This analysis is based on the source benchmark: Business Insurance: 2026 AI Market Discovery Index
Key Takeaways
- Next Insurance remained the category leader in September 2026 at 52.1% recommendation coverage, but fell 21.4 points from July and 15.2 points from August.
- A brand-identity shift changed the category structure: Hiscox dropped to 0.0% as the benchmark began tracking Hiscox Usa separately at 27.8%.
- Recommendation-shaped answers became less common over the period, falling from 48.6% of qualified observations in July to 23.2% in September.
- Smaller brands including Embroker, Vouch Insurance, and Founder Shield posted slight gains, but all remained below 2% coverage while Coterie Insurance fell to 0.0%.
Executive Summary
Next Insurance remains the category leader for AI-driven recommendation coverage in Business Insurance, but the structure of the category changed dramatically in September 2026. The benchmark shows Next Insurance's valid recommendation coverage fell from 73.5% in July 2026 to 52.1% in September 2026, a decline of 21.4 points marked as significant. Hiscox, tracked as a separate brand identity for the first time this month, now appears as Hiscox Usa at 27.8% coverage, creating a 24.3-point gap between the leader and the second-ranked brand.
The most consequential movement is a brand-identity split. Hiscox, which held 68.6% valid recommendation coverage in July 2026 and 65.3% in August 2026, dropped to 0.0% in September 2026 as the benchmark began tracking Hiscox Usa as a distinct entity at 27.8%. Hiscox Usa is the benchmark's largest riser, moving from 0.0% to 27.8% coverage in its first tracked month, with 134 valid recommendations out of 482 qualified observations. Next Insurance is the sharpest decliner, down 15.2 points from August 2026 to September 2026 alone, and its top-three recommendation rate fell from 58.1% in July 2026 to 38.4% in September 2026.
The lower half of the category is gaining small-scale traction. Embroker rose from 0.7% to 1.5% coverage across the series, Vouch Insurance from 0.7% to 1.2%, and Founder Shield recovered to 0.8% after dipping to 0.2% in August. Coterie Insurance slipped to 0.0% with zero valid recommendations in September. The benchmark's month summary is "mixed": one significant riser (Hiscox Usa), two significant decliners (Hiscox and Next Insurance), and four stable brands with small-count movements.
Each monthly run begins with 800 prompt-surface observations (462 unique questions in July 2026, 533 in August 2026, 515 in September 2026) across the benchmark's defined AI/search surface universe. Of those, 799 mentioned a tracked brand or competitor in July and 800 in both August and September; 767 were relevant in July, 768 in August, and 717 in September, with 32 irrelevant in July and August and 83 in September. The public metrics use the 582 qualified observations in July 2026, 611 in August 2026, and 482 in September 2026 that survive both qualification stages.
AI recommendation trend
valid recommendation coverage, Jul 2026 to Sep 2026
- Next Insurance52.1%
- Hiscox Usa27.8%
- Embroker1.5%
- Vouch Insurance1.2%
- Founder Shield0.8%
- Coterie Insurance0.0%
- Hiscox0.0%
Key Findings
Signal | September 2026 finding |
|---|---|
Category leader | Next Insurance at 52.1% valid recommendation coverage |
Leader gap | Next Insurance leads Hiscox Usa by 24.3 points (52.1% vs 27.8%) |
Largest riser | Hiscox Usa up 27.8 points to 27.8% in its first tracked month |
Largest decliner | Next Insurance down 15.2 points from August 2026 to September 2026 (67.3% to 52.1%) |
Significant movement | Hiscox's drop to 0.0% and Hiscox Usa's emergence are marked significant; Next Insurance's decline is also significant |
Recommendation-shaped answers | 112 of 482 qualified observations (23.2%) were recommendation-shaped |
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. This month's benchmark run tracks "Hiscox Usa" as the brand identity, replacing the "Hiscox" entity used in July and August.
Research stage | Jul 2026 | Sep 2026 | What it represents |
|---|---|---|---|
Source prompt-surface observations collected | 800 | 800 | Raw prompt-surface observations across the surface universe |
Unique questions | 462 | 515 | Distinct questions after de-duplication |
Brand / competitor mentions | 799 | 800 | Prompts mentioning a tracked brand or competitor |
Relevant prompts | 767 | 717 | Prompts relevant to the vertical |
Irrelevant prompts | 32 | 83 | Prompts filtered out as irrelevant |
Qualified benchmark observations | 582 | 482 | Public analysis set after all qualification stages |
Qualified surface breadth | 6 | 6 | AI surface families with at least one qualified observation |
These two months, July 2026 and September 2026, anchor the comparison below; August 2026 appears only in surrounding prose as the immediately prior month tracked in the series.
Benchmark-Level Metrics
Metric | Jul 2026 | Sep 2026 | Change |
|---|---|---|---|
Qualified observations | 582 | 482 | -100 |
Companies tracked | 6 | 6 | Flat |
Recommendation-shaped answer share | 48.6% | 23.2% | Down 25.4 points |
Valid recommendation shortlist share | 71.6% | 46.5% | Down 25.1 points |
Category leader by coverage | Next Insurance (73.5%) | Next Insurance (52.1%) | Held, but eroded |
The August 2026 intermediate month saw qualified observations rise to 611 before September's decline to 482. Recommendation-shaped answer share fell from 48.6% in July 2026 to 23.2% in September 2026, with fewer recommendation-shaped answers appearing in the qualified set as the series progressed.
AI Recommendation Trend
Recommendation Coverage by Brand
Brand | Jul 2026 | Sep 2026 | Movement | Sep 2026 rank |
|---|---|---|---|---|
Next Insurance | 73.5% | 52.1% | Down 21.4 points | 1st |
Hiscox | 68.6% | 0.0% | Down 68.6 points | 2nd* |
Hiscox Usa | 0.0% | 27.8% | Up 27.8 points | 2nd* |
Embroker | 0.7% | 1.5% | Up 0.8 points | 3rd |
Vouch Insurance | 0.7% | 1.2% | Up 0.5 points | 4th |
Founder Shield | 0.5% | 0.8% | Up 0.3 points | 5th |
Coterie Insurance | 0.3% | 0.0% | Down 0.3 points | 6th |
*Hiscox and Hiscox Usa are treated as a single brand family under different tracked identities; the September 2026 rank for that family is 2nd.
Next Insurance leads the category at 52.1% valid recommendation coverage, with Hiscox Usa in second at 27.8% in its first tracked month under that identity — a 24.3-point gap between the top two. Embroker sits in third at 1.5%, a 26.3-point gap behind Hiscox Usa. The category's movement this month is concentrated in two places: the Hiscox-to-Hiscox-Usa identity transition, and Next Insurance's continued decline from 73.5% at baseline to 52.1% currently. Embroker, Vouch Insurance, and Founder Shield all moved upward, but each remains under 2% coverage.
What Changed This Month
Hiscox and Hiscox Usa
This month's benchmark run tracked Hiscox Usa as the brand identity where earlier months tracked Hiscox. Hiscox's valid recommendation coverage fell from 68.6% in July 2026 to 0.0% in September 2026, a drop of 68.6 points marked as significant, with a two-month downward streak. Hiscox Usa simultaneously appeared at 27.8% coverage with 134 valid recommendations out of 482 qualified observations.
Hiscox Usa's top-three recommendation rate stands at 19.5% in September 2026 with 94 qualified top-three placements, and its rank-one rate is 1.0% with 5 rank-one placements. Raw mention presence for Hiscox Usa is 37.1% (179 of 482 observations), and net sentiment is 0.8, identical to Hiscox's July 2026 level.
Hiscox at 0.0% plus Hiscox Usa at 27.8% does not reach Hiscox's 68.6% July baseline or 65.3% August reading, so the identity change coincides with a net loss in measured coverage for the brand family. The distinction the reader should notice: this is not a conventional brand decline so much as a re-identification of how AI systems name the brand, combined with a real reduction in measured recommendation share.
Highest-priority diagnostic: which AI surfaces and prompt patterns now refer to "Hiscox Usa" rather than "Hiscox," and whether the prompts that previously surfaced the brand under the broader name are still reaching it at the same rate.
Next Insurance
Next Insurance's valid recommendation coverage fell from 73.5% in July 2026 to 52.1% in September 2026, a decline of 21.4 points marked as significant, with a two-month downward streak. The prior-to-current month movement is sharper: down 15.2 points from 67.3% in August 2026.
The decline is concentrated in placement quality. Next Insurance's top-three recommendation rate fell from 58.1% in July 2026 to 38.4% in September 2026, down 19.7 points. Its rank-one rate fell from 28.3% to 16.6%, down 11.7 points. Raw mention presence, however, rose from 92.3% to 94.8% across the series, meaning Next Insurance is named more often even as it is recommended less frequently within qualified answer sets.
Next Insurance is the most visible brand in the category and still the leader, but AI systems are placing it at the top of recommendation lists substantially less often than in July. The brand is being surfaced, then increasingly passed over for the leading recommendation slot.
Highest-priority diagnostic: which prompt patterns are now yielding a different top recommendation for Next Insurance, and whether the rise of the Hiscox Usa identity is capturing a share of those prompts.
Embroker
Embroker's valid recommendation coverage rose from 0.7% in July 2026 to 1.5% in September 2026, a gain of 0.8 points on 7 valid recommendations out of 482 qualified observations. It has a two-month upward streak and is classified as stable. Raw mention presence rose from 2.1% to 5.8%, a 3.7-point gain, while top-three rate improved from 0.3% to 1.0%.
Embroker lost its rank-one placements entirely, falling from 0.2% in July 2026 to 0.0% in September 2026, with zero rank-one recommendations in the current month. The pattern suggests the brand is being named and shortlisted more often, but is not yet winning the top recommendation slot when it appears.
Highest-priority diagnostic: which prompts are driving Embroker's mention-presence gains and top-three placements, and why none of them are converting to a rank-one recommendation.
Vouch Insurance
Vouch Insurance's valid recommendation coverage rose from 0.7% in July 2026 to 1.2% in September 2026, a gain of 0.5 points on 6 valid recommendations out of 482 qualified observations. Raw mention presence rose from 1.4% to 4.6%, a 3.2-point gain. Its rank-one rate improved from 0.2% to 0.6% (3 rank-one placements), and its top-three rate doubled from 0.3% to 0.6% (also 3 placements). The brand is classified as stable, with two months of upward movement, but every one of these figures is built on single-digit recommendation counts.
Next Insurance records 52.1% valid recommendation coverage, while Vouch Insurance stands at 1.2% — a gap of 50.9 points against the category leader, and Vouch Insurance still trails Hiscox Usa's 27.8% by 26.6 points in that brand's first tracked month. AI systems are constructing a functioning recommendation shortlist around the category leader far more often than they are constructing one that includes Vouch Insurance. This is a material gap on the benchmark's most commercially important metric, and it has persisted across all three tracked months rather than appearing as a one-month anomaly.
Highest-priority diagnostic: which evidence sources and prompt structures are driving Vouch Insurance's 6 valid recommendations, and whether the prompts that reach Next Insurance and Hiscox Usa are reaching Vouch Insurance at all.
Founder Shield
Founder Shield's valid recommendation coverage rose from 0.5% in July 2026 to 0.8% in September 2026, a gain of 0.3 points on 4 valid recommendations out of 482 qualified observations. The brand dipped to 0.2% in August with just 1 valid recommendation before recovering in September.
Raw mention presence rose from 0.9% to 1.7% across the series, and the top-three rate improved from 0.5% to 0.6%, with 3 top-three placements in September. Founder Shield's rank-one rate fell from 0.2% in July to 0.0% in September, with zero rank-one placements. Net sentiment improved from 0.6 to 0.8.
At 4 valid recommendations out of 482 qualified observations, Founder Shield's coverage remains statistically fragile. A change of one or two recommendations can move its rate by several tenths of a point.
Highest-priority diagnostic: whether Founder Shield's recovery reflects new evidence sources or a favorable shift in which prompts mention it, and why none of its placements reach rank one.
Coterie Insurance
Coterie Insurance's valid recommendation coverage fell from 0.3% in July 2026 to 0.0% in September 2026, down 0.3 points, with zero valid recommendations out of 482 qualified observations in the current month. Raw mention presence fell from 1.0% to 0.4%, with just 2 mentions in September.
The brand recorded zero top-three placements and zero rank-one placements in September 2026. Its single positive mention yielded a net sentiment of 0.5, but the brand is essentially absent from AI recommendation output in the current month.
At 0 valid recommendations out of 482 qualified observations, Coterie Insurance has no measurable recommendation footprint in September 2026.
Highest-priority diagnostic: whether the drop from 2 valid recommendations in July to 0 in September reflects disappearing evidence sources or a shift in which prompts mention the brand at all.
Buyer-Intent Interpretation
Buyer-intent cluster | What it captures | Strategic question |
|---|---|---|
Brand Recommendation | AI systems directly naming a brand as the recommended option | Which brand wins the recommendation when the buyer asks for a single answer? |
Pricing & Value | AI answers that address cost, value, or affordability | How does each brand appear when buyers ask about price and value? |
Multi-Brand Comparison | AI answers that compare multiple brands against each other | How does each brand fare when AI systems place options side by side? |
All 482 qualified observations in September 2026 fell into the Brand Recommendation cluster. The benchmark's public run did not produce qualified observations for the Pricing & Value or Multi-Brand Comparison clusters in any month of the series, which means the current data cannot speak to how AI systems answer commercial questions about insurance cost, value, or head-to-head comparisons. Those buyer-intent classes were empty across the three-month series, so the public benchmark currently measures recommendation behavior only.
Brand Opportunity Summary
Brand | Sep 2026 coverage | Current signal | Highest-priority diagnostic |
|---|---|---|---|
Next Insurance | 52.1% | Leader, but significant two-month decline in top placements | Which prompts shifted the top recommendation away from Next Insurance, and is Hiscox Usa capturing them? |
Hiscox Usa | 27.8% | New brand identity with significant first-month coverage | Which surfaces now use the "Hiscox Usa" name, and why does family coverage not match the prior Hiscox total? |
Hiscox | 0.0% | Identity superseded by Hiscox Usa in the benchmark | Which prompts still reference "Hiscox" without the "Usa" qualifier? |
Embroker | 1.5% | Gaining small-scale traction with mention growth | Which prompts drive Embroker's top-three gains, and why do none reach rank one? |
Vouch Insurance | 1.2% | Small gains in presence and placement quality, but a 50.9-point coverage gap to the category leader | Which evidence sources drive Vouch Insurance's 6 valid recommendations, and are they reaching the same prompts as Next Insurance? |
Founder Shield | 0.8% | Recovered from August low, but fragile base | Which mention sources exist, and why do they not convert to rank-one placements? |
Coterie Insurance | 0.0% | No measurable recommendation footprint this month | Why did Coterie Insurance lose its remaining recommendation placements? |
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 Market Discovery research program.
- AI Industry Market Discovery Index
- AI Industry Market Discovery Methodology
- AI Industry Market Discovery Metrics
- AI Industry Market Discovery Standards
Report-Specific Interpretation Notes
- Brand-identity transition: this month's benchmark run tracks "Hiscox Usa" where earlier months tracked "Hiscox." Hiscox's drop to 0.0% and Hiscox Usa's emergence at 27.8% reflect this re-identification, not a conventional brand decline. The two readings do not sum to the earlier single-brand totals.
- Small-count movement: Embroker, Vouch Insurance, Founder Shield, and Coterie Insurance operate on single-digit valid recommendation counts. A change of one or two recommendations can move their coverage rates by several tenths of a point. Those movements are directionally informative but not statistically robust.
- Qualified denominator vs raw collection: brand-level percentages are computed within the qualified benchmark set (582 observations in July 2026, 611 in August 2026, 482 in September 2026), not the raw 800-prompt collection. The difference reflects prompts filtered out as irrelevant or reserved.
- Directional analysis: 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 percentages sit concrete questions: which high-intent prompts is Next Insurance winning and which is it now losing, which competitor takes the recommendation when a brand falls from the top slot, how AI systems are distinguishing "Hiscox" from "Hiscox Usa" in their outputs, and which external sources are shaping those answers. For small-coverage brands like Vouch Insurance, Founder Shield, and Coterie Insurance, the question is whether the near-absence reflects missing evidence or a structural preference for larger carriers in AI responses.
The public percentage cannot identify the prompts, competitors, or sources causing the result. A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. The benchmark says where attention is warranted; the audit explains why and what to do about it.
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