How AI Search Is Recommending Personal Insurance: Monthly Trends

Executive Summary

The Zebra leads personal insurance recommendation coverage in October 2026 at 86.5%, with Insurify close behind at 85.7% — a gap of 0.8 points. The Zebra has held the top position in valid recommendation coverage throughout the tracked period, leading by 0.3 points in the July 2026 baseline (82.0% to Insurify's 81.7%) and by 0.8 points in October; both brands posted significant gains against that baseline, with The Zebra rising 4.5 points and Insurify rising 4.0 points. The top of the category remains a near-tie decided by less than one point.

Compare.com recorded the category's largest cumulative gain since the July baseline, rising 7.0 points from 75.7% to 82.7% in valid recommendation coverage — a significant increase. Policygenius and NerdWallet, Inc. also posted significant gains against that baseline. NerdWallet, Inc. recorded the sharpest single-month move in the category, rising 20.9 points from 0.0% in August to 20.9% in September before settling at 18.0% in October.

NerdWallet Insurance's coverage fell from 16.4% in July to effectively zero by October, a significant decline, while NerdWallet, Inc. appears as a newly tracked entity at 18.0% 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 (486 unique questions in October 2026, 521 in July 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 October. The public metrics use the 705 qualified observations (July 2026) and 755 qualified observations (October 2026) that survive both qualification stages. August 2026 ran 800 prompts with 533 unique questions and 708 qualified observations, and September 2026 ran 800 prompts with 493 unique questions and 748 qualified observations.

Key Findings

AI Response Inconsistency Alerts

Questions This Section Answers

• Where did AI platforms give conflicting answers about whether The Zebra sells user data?
• How many factual inconsistencies were detected, and which brands and platforms were involved?

The benchmark detected 8 critical or high-severity factual inconsistencies across 4 AI platforms. These inconsistencies represent cases where different AI platforms provided directly conflicting information about the same company in response to identical or near-identical questions.

The Zebra

Six high-severity inconsistencies were detected involving The Zebra, spanning Copilot, Gemini, and AI Mode. The conflicts center on whether The Zebra sells or resells user data, a factual question where platforms provided directly incompatible answers.

When asked "What is the best site to compare auto insurance rates?", Gemini stated that The Zebra has a "strong focus on privacy (does not sell your data to third-party lead generators)" while Copilot stated "some resale of data." Gemini's response cited Compare.com and Insurify, while Copilot referenced FinTech Essential, Compare.com, and Insurances Quote.

When asked "Which price comparison site is best for car insurance?", AI Mode stated "they do not sell your contact data to third parties" while Copilot stated "some resale." AI Mode cited The Zebra's own site, Consumer Reports, and Insurify, while Copilot referenced Insurances Quote, SaveMaxAuto, and FinTech Essential. A flagged source on the Consumer Reports page, cited by Copilot, noted that "some sites sell your personal data to agents and marketers who can target you with calls, emails, and texts."

When asked "What is the best website to compare auto insurance?", Copilot stated "some resale of data" while Gemini stated the brand "explicitly does not sell personal data to third-party spammers." Copilot cited SaveMaxAuto, Insurances Quote, and FinTech Essential, while Gemini referenced The Zebra's own site, Policygenius, and Insurify.

When asked "What is the best website to compare car insurance?", AI Mode stated "they do not sell your contact data to third parties, meaning you won't get bombarded with spam calls (High privacy, no data selling)" while Copilot stated The Zebra "may share limited information / Some resale." AI Mode cited The Zebra's site, Consumer Reports, and Insurify, while Copilot referenced FinTech Essential, Compare.com, and SaveMaxAuto.

When asked "What is the best comparison site for auto insurance?", Gemini stated The Zebra "is privacy-focused and does not sell your contact information" while Copilot stated The Zebra has "some resale" of data. Gemini cited The Zebra's site and Policygenius, while Copilot referenced FinTech Essential, SaveMaxAuto, and Compare.com.

When asked "What is the best site for auto insurance comparisons?", Copilot stated The Zebra has "some resale" of user data while Gemini stated The Zebra "explicitly promises not to sell your contact information to third-party lead generators." Copilot cited SaveMaxAuto, Insurances Quote, and FinTech Essential, while Gemini referenced Insurify, Compare.com, and The Zebra's own site.

A recurring flagged source across these conflicts was a FinTech Essential page describing The Zebra's "No-spam policy," cited with varying confidence by both sides of the conflicts.

Compare.com

One high-severity inconsistency was detected involving Compare.com, spanning Copilot and AI Overviews. When asked "Is Compare car insurance quotes legit?", AI Overviews stated that "real comparison sites like Compare.com do not sell your personal data to random third parties" while Copilot stated that "Compare.com does some resale of your contact info to agents." AI Overviews cited Compare.com, Insurify, and Consumer Reports, while Copilot referenced a car insurance comparison tool site, IP Location, and Insurify. A flagged source on the car insurance comparison tool page, cited by Copilot, noted that comparison sites "make money by selling your contact information and your bound policies, in different proportions depending on the platform."

Policygenius

One high-severity inconsistency was detected involving Policygenius, spanning Copilot and AI Mode. When asked "Which price comparison site is best for car insurance?", Copilot stated "estimates only" while AI Mode stated Policygenius "provides actual, real-time rates by integrating directly with carrier systems." Copilot cited Insurances Quote, SaveMaxAuto, and FinTech Essential, while AI Mode referenced The Zebra, Consumer Reports, and Insurify. A flagged source on the FinTech Essential page, cited by Copilot, described Policygenius as offering "30+ carriers Estimated only — not instant."

Benchmark Context

Questions This Section Answers

• How many prompt-surface observations qualified for the personal insurance analysis, and how did that change from July to October 2026?
• What benchmark-level metrics changed between July and October 2026?

The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.

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

In October 2026, recommendation shortlists remained the dominant answer form, at 541 observations, with ranked lists at 76 and comparison analyses at 65. September 2026's total of 748 observations and Insurify's 86.9% coverage factor into the benchmark's read of The Zebra's lead across the full series, which narrowed to 0.1 points in September before widening to 0.8 points in October. The recommendation-shaped answer share rose from 64.7% in September to 73.0% in October, continuing an upward trend from the July baseline.

AI Recommendation Trend

Questions This Section Answers

• Which brands led the personal insurance category on valid recommendation coverage, and where did the middle tier land?
• Which brands posted significant coverage gains or declines from the July baseline?

The top of the personal insurance category remains tightly clustered, with The Zebra and Insurify separated by less than one point of valid recommendation coverage, while Compare.com, Policygenius, and NerdWallet, Inc. form a competitive middle tier.

Coverage by Brand, July to October 2026

Five brands moved beyond normal baseline-to-current variation this period. Compare.com, Insurify, NerdWallet, Inc., Policygenius, and The Zebra all recorded significant gains from July, while NerdWallet Insurance declined significantly. Bankrate Insurance was the only brand to register a significant single-month move in October, declining from its September level; no other tracked brand exceeded normal month-to-month variation this period.

What Changed This Month

Questions This Section Answers

• How close were The Zebra and Insurify on coverage, and which brand held the higher rank-one rate?
• What drove Compare.com's category-leading cumulative gain, and where does its rank-one rate still lag?
• What does the NerdWallet Insurance to NerdWallet, Inc. tracking change mean for how the brand's recommendation presence is measured?

The Zebra and Insurify (leadership near-tie)

The Zebra leads at 86.5% valid recommendation coverage in October 2026, with Insurify at 85.7%, a gap of 0.8 points. Both posted significant gains from July 2026: The Zebra rose 4.5 points from 82.0%, while Insurify rose 4.0 points from 81.7%. The Zebra has held the top position in valid recommendation coverage across the full tracked period, though its lead over Insurify has varied, narrowing to just 0.1 points in September before widening back to 0.8 points in October.

The Zebra's top-3 rate rose 12.1 points from 66.8% to 78.9%, while its rank-one rate rose 4.6 points from 23.0% to 27.6%. Insurify's top-3 rate rose 11.2 points from 72.8% to 84.0%, and its rank-one rate rose 6.7 points from 40.1% to 46.8%.

The distinction to notice: The Zebra leads by less than a point on overall coverage, but Insurify holds a substantially higher rank-one rate, appearing first in 353 of 755 observations in October 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 7.0 points from 75.7% in July 2026 to 82.7% in October 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 9.8 points from 62.0% to 71.8%, while the rank-one rate declined 1.4 points from 11.5% to 10.1%. Raw mention presence rose 4.0 points from 83.8% to 87.8%.

Valid recommendations rose from 534 in July to 624 in October, with top-3 placements rising from 437 to 542. The brand's net sentiment score of 0.943 is among 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 10.1% versus 27.6% and 46.8% 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 (continued significant riser)

Policygenius posted a significant cumulative gain against the July baseline, with valid recommendation coverage rising 8.0 points from 51.1% to 59.1%. The brand's coverage moved from 51.1% in July to 47.6% in August, then rose for two consecutive months to 56.7% in September and 59.1% in October. Raw mention presence rose 5.3 points from 58.7% to 64.0%.

Valid recommendations rose from 360 in July to 446 in October, with top-3 placements rising from 126 to 133 across that span. The top-3 rate declined 0.3 points from 17.9% to 17.6%, and the rank-one rate rose 0.2 points from 0.7% to 0.9%, meaning the coverage gain came primarily from broader shortlist appearances.

The distinction: Policygenius improved its recommendation coverage significantly, with the gain coming from appearing in more shortlists rather than climbing toward the top of those lists. The brand remains a middle-tier presence at 59.1% coverage with a 17.6% 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 October 2026, a significant decline of 16.4 points, while NerdWallet, Inc. appears as a separately tracked brand at 18.0% coverage with a 32.5% 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 136 valid recommendations out of 755 qualified observations, with a 3.0% top-3 rate and 1.1% rank-one rate. Its net sentiment score of 0.563 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.

Bankrate Insurance (significant single-month decline)

Bankrate Insurance's valid recommendation coverage fell 0.3 points from 0.4% in July 2026 to 0.1% in October 2026. That cumulative move falls within the benchmark's normal variation range, but the most recent single month was not: coverage fell from 0.8% in September to 0.1% in October, a significant single-month decline for the brand. Valid recommendations dropped from 3 in July to 1 in October, out of 755 qualified observations, with raw mention presence falling from 5.7% to 1.7% over the same span.

The brand's net sentiment score fell from 0.1 in July to -0.2 in October. With only 1 valid recommendation, the percentage is driven by a single observation.

The distinction: Bankrate Insurance's July-to-October move sits within normal cumulative variation, but the brand's most recent month shows a significant drop in coverage, consistent with its downward trend over the past two months. The brand recorded zero top-3 placements in October.

Highest-priority diagnostic: Whether the September-to-October drop in coverage and raw mention presence reflects reduced source citation or changed answer structures that no longer surface Bankrate Insurance in recommendation shortlists.

MoneyGeek (minimal presence, clear coverage gap to category leaders)

MoneyGeek's valid recommendation coverage fell from 0.7% in July 2026 to 0.4% in October 2026, a decline of 0.3 points, with just 3 valid recommendations out of 755 qualified observations in October. The brand recorded no top-3 or rank-one placements in October, and its movement across the tracked period has been downward rather than toward the stabilization or growth seen among the category's middle-tier brands.

The Zebra records 86.5% valid recommendation coverage in October 2026, while MoneyGeek stands at 0.4%. The more important issue is what that gap means for MoneyGeek's recommendation position: at this coverage level, MoneyGeek is effectively absent from the shortlists AI systems generate when shoppers ask for personal insurance recommendations, while brands across the rest of the tracked set — from Compare.com at 82.7% down to Policygenius at 59.1% — are either gaining coverage or holding meaningfully higher baseline presence. This is a material gap, not a narrow one, and the direction of MoneyGeek's trend line makes it an immediate question rather than a longer-term one.

Highest-priority diagnostic: Why MoneyGeek's valid recommendation coverage remains near zero and continues to decline, and what would be required to generate even baseline shortlist presence comparable to the category's middle tier.

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent clusters did the October 2026 observations capture, and what could the benchmark not yet answer?

In October 2026, all 755 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

Questions This Section Answers

• What is the highest-priority diagnostic for each tracked personal insurance brand?

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 Visibility Industry Market research program.

• AI Visibility Industry Market Methodology
• AI Visibility Industry Market Metrics
• AI Visibility Industry Market 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, 755 in October 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 86.5% coverage may be losing the rank-one position on the highest-value questions, while a brand at 0.1% 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.

Request an AI visibility audit