How AI Search Is Recommending Personal Insurance: Monthly Trends
This analysis is based on the source benchmark: Personal Insurance: 2026 AI Market Discovery Index
Key Takeaways
- The Zebra led September 2026 recommendation coverage at 87.0%, edging Insurify by 0.1 points after leadership changed from July.
- Compare.com posted the largest July-to-September gain, rising 7.9 points to 83.6% coverage.
- Policygenius recorded the sharpest month-over-month move, up 9.1 points from August to September, driven by broader shortlist inclusion.
- NerdWallet Insurance fell to 0.0% as NerdWallet, Inc. appeared at 20.9%, reflecting a tracking attribution change rather than lost recommendation presence.
Executive Summary
The Zebra leads personal insurance recommendation coverage in September 2026 at 87.0%, with Insurify close behind at 86.9% — a gap of just 0.1 points. The leadership position has shifted since the July 2026 baseline, when Insurify led at 81.7%; both brands posted significant gains against that baseline, with The Zebra rising 5.0 points and Insurify rising 5.2 points.
Compare.com recorded the category's largest cumulative gain since the July baseline, rising 7.9 points from 75.7% to 83.6% in valid recommendation coverage — a significant increase. Insurify, Policygenius, and The Zebra also posted significant gains against that baseline. Policygenius recorded the sharpest single-month move in the category, rising 9.1 points from 47.6% in August to 56.7% in September — also significant.
NerdWallet Insurance's coverage fell from 16.4% in July to effectively zero in September, a significant decline, while NerdWallet, Inc. appears as a newly tracked entity at 20.9% coverage — reflecting a change in how the benchmark identifies and attributes this brand rather than a loss of underlying recommendation presence.
Each monthly run begins with 800 prompt-surface observations (521 unique questions in July 2026, 493 in September 2026) across the benchmark's defined AI/search surface universe. Of those, 800 mentioned a tracked brand or competitor each month; 799 were relevant and 1 was irrelevant in July, while all 800 were relevant in September. The public metrics use the 705 qualified observations (July 2026) and 748 qualified observations (September 2026) that survive both qualification stages. August 2026 ran 800 prompts with 533 unique questions and 708 qualified observations.
AI recommendation trend
valid recommendation coverage, Jul 2026 to Sep 2026
- The Zebra87.0%
- Insurify86.9%
- Compare.com83.6%
- Policygenius56.7%
- NerdWallet, Inc.20.9%
- Insurance.com1.3%
- Bankrate Insurance0.8%
- ValuePenguin0.8%
- MoneyGeek0.1%
- NerdWallet Insurance0.0%
Key Findings
Signal | September 2026 finding |
|---|---|
Category leader | The Zebra at 87.0% valid recommendation coverage |
Leader gap | The Zebra leads Insurify by 0.1 points (87.0% vs 86.9%) |
Largest cumulative riser (Jul→Sep) | Compare.com, up 7.9 points to 83.6% (significant) |
Largest single-month riser (Aug→Sep) | Policygenius, up 9.1 points to 56.7% (significant) |
Largest cumulative decliner | NerdWallet Insurance, down 16.4 points to 0.0% (significant) |
Notable tracking change | NerdWallet, Inc. appears as a separate entity at 20.9% coverage |
Top recommendation share | Insurify at 81.2% top-3 rate and 47.1% rank-one rate |
Surface breadth | All six AI surface families qualified with observations |
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.
Research stage | Jul 2026 | Sep 2026 | What it represents |
|---|---|---|---|
Source prompt-surface observations collected | 800 | 800 | Raw prompt-surface pairs entering the benchmark |
Unique questions | 521 | 493 | Distinct questions across the benchmark universe |
Brand / competitor mentions | 800 | 800 | Prompts mentioning a tracked brand or competitor |
Relevant prompts | 799 | 800 | Prompts relevant to the benchmark scope |
Irrelevant prompts | 1 | 0 | Prompts outside scope |
Qualified benchmark observations | 705 | 748 | Public denominator after qualification stages |
Qualified surface breadth | 6 | 6 | AI surface families with at least one qualified observation |
These stage counts anchor every rate calculation that follows; the benchmark-level metrics below summarize the qualified data set as a whole.
Benchmark-Level Metrics
Metric | Jul 2026 | Sep 2026 | Change |
|---|---|---|---|
Qualified observations | 705 | 748 | Up 43 |
Companies tracked | 9 | 9 | No change |
Recommendation-shaped answer share | 58.0% | 64.7% | Up 6.7 points |
Valid recommendation shortlist share | 80.9% | 86.6% | Up 5.8 points |
Category leader by coverage | Insurify (81.7%) | The Zebra (87.0%) | Leader changed |
In September 2026, recommendation shortlists remained the dominant answer form, at 450 observations, with comparison analyses at 86 and ranked lists at 95. August 2026's total of 708 observations and Insurify's 84.8% coverage figure into the benchmark's interpretation of the leadership change across the full series.
AI Recommendation Trend
The top of the personal insurance category has tightened further into a near-tie, with The Zebra and Insurify separated by one-tenth of a point of valid recommendation coverage, while Compare.com, Policygenius, and NerdWallet, Inc. form a competitive middle tier.
Coverage by Brand, July to September 2026
Brand | Jul 2026 | Sep 2026 | Movement | Sep 2026 rank |
|---|---|---|---|---|
The Zebra | 82.0% | 87.0% | Up 5.0 points | 1st |
Insurify | 81.7% | 86.9% | Up 5.2 points | 2nd |
Compare.com | 75.7% | 83.6% | Up 7.9 points | 3rd |
Policygenius | 51.1% | 56.7% | Up 5.6 points | 4th |
NerdWallet, Inc. | 0.0% | 20.9% | Up 20.9 points | 5th |
Insurance.com | 0.9% | 1.3% | Up 0.4 points | 6th |
ValuePenguin | 0.4% | 0.8% | Up 0.4 points | 7th |
Bankrate Insurance | 0.4% | 0.8% | Up 0.4 points | 8th |
MoneyGeek | 0.7% | 0.1% | Down 0.6 points | 9th |
NerdWallet Insurance | 16.4% | 0.0% | Down 16.4 points | 10th |
Four brands moved beyond normal month-to-month variation this period. Compare.com, Insurify, Policygenius, and The Zebra all recorded significant gains from July, while NerdWallet Insurance declined significantly. NerdWallet, Inc.'s 20.9-point increase coincides with NerdWallet Insurance's decline, reflecting a change in benchmark attribution rather than a loss of underlying recommendation presence.
What Changed This Month
The Zebra and Insurify (leadership near-tie)
The Zebra leads at 87.0% valid recommendation coverage in September 2026, with Insurify at 86.9%, a gap of just 0.1 points. Both posted significant gains from July 2026: The Zebra rose 5.0 points from 82.0%, while Insurify rose 5.2 points from 81.7%. Insurify was the category leader in July 2026 at 81.7%, and the leadership position has shifted as both brands strengthened.
The Zebra's top-3 rate rose 8.7 points from 66.8% to 75.5%, while its rank-one rate declined 2.4 points from 23.0% to 20.6%. Insurify's top-3 rate rose 8.4 points from 72.8% to 81.2%, and its rank-one rate rose 7.0 points from 40.1% to 47.1%.
The distinction to notice: The Zebra leads by a fraction of a point on overall coverage, but Insurify holds a substantially higher rank-one rate, appearing first in 352 of 748 observations in September 2026. The leadership question depends on whether breadth or top-of-list positioning matters more commercially.
Highest-priority diagnostic: Which prompts place The Zebra in the top three versus the top spot, and whether the two brands' near-identical coverage rates reflect the same or different prompt sets.
Compare.com (largest cumulative riser)
Compare.com's valid recommendation coverage rose 7.9 points from 75.7% in July 2026 to 83.6% in September 2026, a significant gain and the largest baseline-to-current move of any tracked brand in the category this period. The top-3 rate rose 7.7 points from 62.0% to 69.7%, while the rank-one rate rose 1.9 points from 11.5% to 13.4%. Raw mention presence rose 4.7 points from 83.8% to 88.5%.
Valid recommendations rose from 534 in July to 625 in September, with top-3 placements rising from 437 to 521. The brand's net sentiment score of 0.958 is the strongest in the category.
The distinction: Compare.com's gain reflects broad strengthening across presence, shortlist placement, and top-3 positioning. The brand remains clearly behind The Zebra and Insurify on rank-one rate, at 13.4% versus 20.6% and 47.1% respectively.
Highest-priority diagnostic: Whether the continued presence gains reflect new source material or changed answer structures, and whether the rank-one rate can close the gap to the top two brands.
Policygenius (largest single-month riser)
Policygenius posted the category's sharpest month-over-month gain, with valid recommendation coverage rising 9.1 points from 47.6% in August 2026 to 56.7% in September 2026 — a significant increase. Against the July baseline, the brand rose 5.6 points from 51.1%, also significant. Raw mention presence rose 4.0 points from 58.7% to 62.7%.
Valid recommendations rose from 360 in July to 424 in September, with top-3 placements essentially flat, moving from 126 to 123 across that span. Notably, the top-3 rate declined 1.5 points from 17.9% to 16.4%, and the rank-one rate declined 0.2 points, meaning the coverage gain came from broader shortlist appearances rather than stronger top positioning.
The distinction: Policygenius improved its recommendation coverage significantly, but the gain came from appearing in more shortlists, not from climbing toward the top of those lists. The brand remains a middle-tier presence at 56.7% coverage with a 16.4% top-3 rate.
Highest-priority diagnostic: Which surfaces or prompt categories expanded Policygenius's shortlist appearances, and whether the stable rank-one rate limits its ability to convert broader presence into top recommendations.
NerdWallet tracking change (NerdWallet Insurance to NerdWallet, Inc.)
NerdWallet Insurance's valid recommendation coverage fell from 16.4% in July 2026 to 0.0% in September 2026, a significant decline of 16.4 points, while NerdWallet, Inc. appears as a separately tracked brand at 20.9% coverage with a 34.4% raw mention presence. The benchmark identifies this as a change in how the same underlying brand is attributed, not the disappearance of NerdWallet's recommendation presence.
NerdWallet, Inc. recorded 156 valid recommendations out of 748 qualified observations, with a 3.3% top-3 rate and 0.5% rank-one rate. Its net sentiment score of 0.623 is materially lower than category leaders' scores above 0.9.
The distinction to notice: the combined NerdWallet presence is roughly consistent with where NerdWallet Insurance stood in August 2026 at 21.5% coverage. The tracking change reallocates that presence to a new brand entity rather than eliminating it.
Highest-priority diagnostic: Whether the NerdWallet, Inc. entity captures the same recommendation patterns as NerdWallet Insurance did in prior months, and how the two brand labels map across the underlying prompt-level observations.
MoneyGeek (continued minimal presence)
MoneyGeek's valid recommendation coverage fell 0.6 points from 0.7% in July 2026 to 0.1% in September 2026, with valid recommendations dropping from 5 to 1 out of 748 qualified observations. Raw mention presence fell 2.8 points from 9.2% to 6.4%, a decline in the brand's already-limited footprint.
The Zebra records 87.0% valid recommendation coverage, while MoneyGeek stands at 0.1%. The more important issue is what that gap means for MoneyGeek's recommendation position: even within its limited 48-observation footprint in September 2026, MoneyGeek converted presence into a valid recommendation only once, with zero top-3 placements — a pattern that has worsened, not stabilized, against a category where Compare.com moved 7.9 points and Policygenius moved 9.1 points in a single month. Left unaddressed, MoneyGeek's near-total absence from recommendation shortlists means it is effectively outside the category's competitive conversation at the exact moment competitors are demonstrating how quickly recommendation share can shift.
Highest-priority diagnostic: Whether the decline from 5 to 1 valid recommendations reflects reduced source citation or changed answer structures that no longer surface MoneyGeek in recommendation shortlists.
Buyer-Intent Interpretation
Buyer-intent cluster | What it captures | Strategic question |
|---|---|---|
Brand Recommendation | AI answers that recommend a specific brand or shortlist | Which brands do AI systems recommend when a shopper asks for the best option? |
Pricing & Value | AI answers focused on cost, premiums, and value comparisons | What are AI systems saying about pricing and value across brands? |
Multi-Brand Comparison | AI answers that compare multiple brands directly | How do AI systems frame trade-offs between competing brands? |
In September 2026, all 748 qualified observations fell into the Brand Recommendation cluster. None of the qualified observations were classified into Pricing & Value or Multi-Brand Comparison clusters. The public benchmark therefore captures which brands AI systems recommend when shoppers ask for the best personal insurance option, but it cannot yet answer questions about how AI systems present pricing differences, value trade-offs, or head-to-head comparisons across brands. Those commercial questions require deeper company-level analysis.
Brand Opportunity Summary
Brand | Sep 2026 coverage | Current signal | Highest-priority diagnostic |
|---|---|---|---|
The Zebra | 87.0% | Category leader with strong top-3 gains | Which prompts place The Zebra below rank one, and which competitor takes the top spot? |
Insurify | 86.9% | Near-tie for leadership with category-best rank-one rate | Can the 47.1% rank-one rate convert into the lead on overall coverage? |
Compare.com | 83.6% | Largest cumulative riser, with category-best sentiment | Can rank-one rate close the gap to the top two brands? |
Policygenius | 56.7% | Largest single-month riser, on broad shortlist gains | Which prompt categories expanded shortlist appearances, and can top-3 rate follow? |
NerdWallet, Inc. | 20.9% | Newly tracked entity carrying prior NerdWallet presence | How do its recommendation patterns compare with NerdWallet Insurance historical data? |
Insurance.com | 1.3% | Stable marginal presence with 10 valid recommendations | Which prompts produce the valid recommendations, and can they scale? |
ValuePenguin | 0.8% | Low presence with 6 valid recommendations | Which prompts surface ValuePenguin in recommendation shortlists? |
Bankrate Insurance | 0.8% | Low presence with 6 valid recommendations | Which prompts surface Bankrate Insurance in recommendation shortlists? |
MoneyGeek | 0.1% | Minimal presence; converting 1 of its already-limited appearances into a recommendation | Why did valid recommendations fall from 5 to 1, and what would reverse the pattern? |
NerdWallet Insurance | 0.0% | Superseded by NerdWallet, Inc. tracking entity | Confirm how the two labels map across underlying prompt observations |
The benchmark identifies where attention is warranted across the category; a company-level analysis is needed to explain why these patterns are occurring.
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 CiteWorks Studio AI Industry Market Discovery research program.
- AI Industry Market Discovery Methodology
- AI Industry Market Discovery Metrics
- AI Industry Market Discovery Standards
Report-Specific Interpretation Notes
- Small-count movement: Several brands (MoneyGeek, Bankrate Insurance, ValuePenguin, Insurance.com) operate on very small valid recommendation counts. Percentage movement for these brands can swing with 1 to 3 observations and should be read as directional, not definitive.
- Qualified denominator vs raw collection: All percentages are calculated within the qualified benchmark set (705 observations in July 2026, 748 in September 2026), not the raw 800 prompt-surface collection. The qualification process removes non-relevant and reserved observations.
- Directional analysis: Month-over-month movement identifies changes worth investigating. It does not, by itself, establish the cause of those changes.
- Tracking change: The shift from NerdWallet Insurance to NerdWallet, Inc. as the tracked entity reflects a change in benchmark attribution, not necessarily a change in the underlying brand's AI recommendation presence.
Next Step
The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.
Beneath each aggregate percentage sit specific questions: which high-intent prompts a brand wins, which competitor takes the recommendation when a brand loses, what attributes AI systems associate with each option, and which external sources shape those answers. A brand at 87% coverage may be losing the rank-one position on the highest-value questions, while a brand at 1% may be winning exactly the prompts that matter most.
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 benchmark movement with actionable direction.
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