How AI Search Is Recommending Identity Theft Protection: Monthly Trends

Mark HuntleyBy Mark HuntleyFounder and CEO
18 minutes read

Key Takeaways

  • Aura remains the category leader with 79.4% valid recommendation coverage, but its rank-one rate fell sharply from July to October.
  • LifeLock’s overall coverage eased, yet its rank-one share rose to 18.7%, making it a stronger first-choice alternative.
  • IDShield, IdentityForce, and Zander Insurance were the main significant decliners, driven mostly by reduced presence in recommendation sets.
  • The benchmark also found 34 high-severity factual inconsistencies across seven AI platforms, especially around insurance limits, pricing, and monitoring coverage.

Executive Summary

Aura retains the category lead in October 2026 with 79.4% valid recommendation coverage, a 2.4-point gap over LifeLock at 77.0%. That gap has widened from the 1.5-point lead recorded at the July 2026 baseline, though it narrowed from September 2026's 3.0-point gap. The defining feature of the current month is not a leadership change but continued easing at the top alongside a widening set of significant declines below it. Aura's coverage fell 1.6 points from September 2026, while its rank-one rate dropped 10.0 points from 68.3% in July 2026 to 58.3% in October 2026, a significant move.

Three brands are now classified as significant decliners since the July 2026 baseline: IdentityForce down 11.0 points to 47.5%, IDShield down 14.4 points to 29.3%, and Zander Insurance down 9.2 points to 3.4%. IDShield's decline accelerated this month: coverage fell 8.5 points from September 2026, a significant single-month drop. IdentityForce, by contrast, edged up 1.3 points from September 2026, its first monthly gain since July 2026, even as it remains well below its baseline position.

No brand posted a significant rise since baseline in October 2026. The category's movement came from the combination of continued declines across the significant decliners and smaller directional shifts among the stable brands. Monthly movement for Aura, Identity Guard, IdentityIQ, PrivacyGuard, and Allstate Identity Protection all remained within normal month-to-month variation. LifeLock's decline also stayed within normal variation despite a third consecutive monthly dip, a pattern covered later in this report. Together, these patterns confirm a category that is easing rather than reordering. The recommendation-shaped answer share reached 46.7% in October 2026, up 17.1 points from 29.6% in July 2026, while the valid recommendation shortlist share eased to 79.9%.

The July 2026 run began with 800 prompt-surface observations (431 unique questions) across the benchmark's defined AI/search surface universe. Of those, 800 mentioned a tracked brand or competitor; 800 were relevant and 0 were irrelevant. The public metrics used the 398 observations that survived both qualification stages. The October 2026 run began with 800 prompt-surface observations (491 unique questions); all 800 mentioned a tracked brand or competitor; 797 were relevant and 3 were irrelevant. The public metrics used the 379 observations that survived both qualification stages.

AI recommendation trend

valid recommendation coverage, Jul 2026 to Oct 2026

0%25%50%75%100%Jul 2026Aug 2026Sep 2026Oct 2026
  • Aura79.4%
  • LifeLock77.0%
  • IdentityForce47.5%
  • Identity Guard45.1%
  • IDShield29.3%
  • IdentityIQ7.1%
  • PrivacyGuard4.0%
  • Zander Insurance3.4%
  • Allstate Identity Protection2.4%
  • IDX0.5%

Key Findings

Signal

October 2026 finding

Category leader

Aura leads with 79.4% valid recommendation coverage, ahead of LifeLock at 77.0%

Largest significant decliner since baseline

IDShield down 14.4 points to 29.3% from 43.7% in July 2026

Second significant decliner since baseline

IdentityForce down 11.0 points to 47.5% from 58.5% in July 2026

Third significant decliner since baseline

Zander Insurance down 9.2 points to 3.4% from 12.6% in July 2026

Rank-one leader

Aura secures the top recommendation in 58.3% of qualified responses, with 221 rank-one placements

Largest rank-one gainer since baseline

LifeLock up 10.4 points to 18.7% rank-one rate from 8.3% in July 2026

Qualified surface breadth

Six AI surface families with qualified observations: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode

AI Response Inconsistency Alerts

Questions This Section Answers

  • What factual inconsistencies did AI platforms surface about identity theft protection brands this month?
  • Which product details—pricing, insurance limits, and monitoring coverage—produced the most conflicting AI answers?
  • Why do the same identity theft protection questions produce different stated coverage limits across platforms like ChatGPT, Gemini, and Google AI Overviews?

The benchmark detected 34 critical or high-severity factual inconsistencies across 7 AI platforms in the October 2026 conflict data.

LifeLock

AI platforms provided conflicting information about LifeLock's entry-level plan pricing. When asked "How much is LifeLock through AARP?", Google AI Mode stated that LifeLock Standard is approximately $69.99 per year for the first year, while ChatGPT stated that the entry-level AARP offer starts at $6.99 per month for the first year. The flagged sources included the AARP member benefits pages stating plans start at $6.99 per month and an Identity Guard page stating the AARP special LifeLock plans range from $69.99 to $250.27 per year.

AI platforms provided conflicting information about LifeLock's maximum identity theft insurance coverage. When asked "Is LifeLock or Identity Guard better?", Gemini stated coverage was up to $25,000 with higher amounts on advanced plans, while Google AI Overviews stated coverage was up to $3 million in total insurance and reimbursement. The flagged sources spanned Incogni, Aura, Cybernews, Security.org, and a Reddit thread. Responses differed on the same question across Google AI Mode and Google AI Overviews, with one stating coverage scales to $3 million total and the other stating up to $1 million per adult, citing Forbes, Security.org, CNBC, and Experian. ChatGPT stated LifeLock offers up to $3 million per adult on higher-tier plans while Google AI Overviews stated up to $1 million per adult, citing Security.org and CNBC. Copilot stated LifeLock offers the highest coverage at up to $3 million while Google AI Overviews stated $1 million per adult. Gemini stated up to $3 million on top tiers while Google AI Mode stated up to $1 million for lawyers and experts.

When asked "What is the very best identity theft protection?", Google AI Mode stated up to $1 million for lawyers and experts while Copilot stated up to $3 million, citing Security.org, CNET, Forbes, TechRadar, and U.S. News. Google AI Overviews stated plans provide up to $3 million in insurance while Copilot stated insurance coverage of $25,000 to $1 million, citing Forbes, Security.org, and TopConsumerReviews. Google AI Mode stated up to $1 million or more in identity theft insurance while Google AI Overviews stated up to $3 million on top tiers, citing Aura, Forbes, Identity Guard, CNET, and SecurityHero.

When asked "What is the best ID theft protection?", Google AI Mode stated up to $3 million total while Copilot stated a $1 million guarantee, citing Forbes, Security.org, Business Insider, and a Reddit thread. Across Google AI Mode keyword variants and Google AI Overviews keyword variants, one response stated up to $5 million in insurance for family plans while the other stated up to $3 million in coverage on top-tier plans, citing Security.org, SecurityHero, Aura, and Forbes. Copilot stated $3 million while Gemini stated at least $1 million, citing Tom's Guide, TechRadar, Security.org, and EverGuard. Google AI Mode keyword variants stated up to $3 million in total coverage while Google AI Overviews keyword variants stated up to $1 million in coverage. Google AI Mode keyword variants stated up to $1 million in stolen funds reimbursement while Google AI Overviews keyword variants stated up to $3 million in total coverage on top plans, citing Aura, Equifax, Forbes, and Experian. Google AI Mode stated up to $1 million per adult while Copilot stated up to $3 million.

When asked "What's better than LifeLock?", Gemini stated LifeLock offers up to $3 million insurance on top tiers while Copilot stated Norton 360 with LifeLock plans provide up to $1 million in insurance coverage, citing SafeHome, Incogni, Security.org, Cybernews, and PrivacyOn. Copilot stated up to $1 million while Google AI Overviews stated up to $3 million in total insurance coverage on top-tier plans, citing Security.org and Wired.

Aura

AI platforms provided conflicting information about Aura's maximum insurance coverage. When asked "What's better than aura?", Google AI Overviews stated Aura's max insurance coverage is between $1 million and $5 million total, while Copilot stated Aura caps reimbursement at $1 million per member, citing Aura, SecurityHero, Security.org, Gizmodo, and Incogni. When asked "What is the best company to protect against identity theft?", Gemini stated up to $1 million in identity theft insurance per adult while Copilot stated up to $5 million for a family plan, citing Money.com, SafeHome.org, Business Insider, and AllAboutLawyer.

When asked "What is the very best identity theft protection?", Google AI Mode stated family plans scale to an industry-leading $5 million in identity theft coverage at $1 million per adult, while ChatGPT stated $1 million of identity-theft insurance, citing Security.org, CNBC, Forbes, and the FTC. When asked "Which identity theft protection is best?", Google AI Mode stated up to $5 million in family coverage while ChatGPT stated $1 million of identity-theft insurance, citing Aura, LifeLock, and IdentityForce. When asked "What is the best identity theft coverage?", Gemini stated up to $1 million to $5 million depending on the plan, while Copilot stated $1 million, citing BlogMind360 and Money.com.

Identity Guard

AI platforms provided conflicting information about Identity Guard's BBB rating. When asked "What is the rating of Identity Guard?", Google AI Mode stated an A+ rating while ChatGPT stated an F rating, citing Business Insider, Spotsaas, Trustpilot, ConsumerAffairs, and the BBB.

AI platforms provided conflicting information about Identity Guard's data breach history. When asked "Is Identity Guard a legit company?", Gemini stated that Aura, Identity Guard's parent company, experienced a data breach via a phishing attack that exposed customer contact details, while Google AI Overviews stated Identity Guard has a strong safety record with no history of major data breaches, citing Security.org, Business Insider, LifeLock, Identity Guard, and SecurityHero.

AI platforms provided conflicting information about credit monitoring bureaus on lower-tier plans. When asked "Which is better, an Identity Guard or a LifeLock?", Gemini stated Identity Guard includes three-bureau credit monitoring earlier in its pricing tiers, while Google AI Mode stated lower-tier plans limit credit monitoring to a single bureau, citing Incogni, PrivacyOn, SafeHome, and SecurityHero.

AI platforms provided conflicting information about 24/7 phone support availability. When asked "Which is better, an Identity Guard or a LifeLock?", Google AI Mode stated Identity Guard lacks 24/7 phone support while Google AI Overviews stated Identity Guard provides 24/7 phone support, citing Security.org, U.S. News, and SafeHome.

IDShield

AI platforms provided conflicting information about IDShield's insurance coverage limit. When asked "What is the best service for identity theft protection?", Google AI Mode stated up to $1 million while Copilot stated up to $3 million, citing Forbes, Security.org, CNET, Tom's Guide, TechRadar, and IdentityTheftComparisons. When asked "Which identity theft protection is best?", Google AI Overviews stated up to $1 million or more in identity theft insurance coverage while Copilot stated $3 million recovery insurance, citing Aura, Forbes, Security.org, Wired, and a Reddit thread. When asked "Which is better, LifeLock or IDShield?", Google AI Mode stated IDShield provides up to $3 million in identity theft insurance across all plans while ChatGPT stated IDShield offers up to $3 million depending on plan, citing AllAboutCookies, BestCompany, LifeLock, and Tom's Guide.

Allstate Identity Protection

AI platforms provided conflicting information about Allstate Identity Protection's maximum identity theft insurance coverage. When asked "Is Allstate Identity Protection Pro worth it?", Gemini stated the plan includes up to $1 million in stolen funds reimbursement while Copilot stated up to $2 million in identity theft insurance for families, citing Cybernews, a benefits enrollment site, Security.org, TechRadar, and IDPicks.

AI platforms provided conflicting information about three-bureau credit monitoring availability. When asked "Is Allstate Identity Protection Pro worth it?", Gemini stated the Pro plan credit monitoring may be limited to a single bureau (TransUnion) while Copilot stated the Pro/Blue plan is the only tier with three-bureau credit monitoring (Equifax, Experian, TransUnion), citing Cybernews, a benefits enrollment site, Security.org, TechRadar, and IDPicks.

IdentityForce

AI platforms provided conflicting information about IdentityForce's maximum insurance coverage. When asked "What's better than aura?", Google AI Overviews stated IdentityForce offers up to $1 million in insurance while Gemini stated IdentityForce offers up to $2 million in identity theft insurance on premium plans, citing Aura, Incogni, Security.org, AllAboutCookies, and YouTube. When asked "What is the best identity theft coverage?", ChatGPT stated up to $2 million in insurance while Copilot stated $1 million, citing CNBC and the FTC.

IdentityIQ

AI platforms provided conflicting information about IdentityIQ's BBB accreditation status. When asked "Is IdentityIQ a reputable company?", ChatGPT stated BBB currently lists Identity Services LLC, associated with the service, as not BBB accredited, while Copilot stated IdentityIQ is accredited by the Better Business Bureau, citing Trustpilot, IdentityIQ, the BBB, Financer, Security.org, and Cybernews.

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

Oct 2026

What it represents

Source prompt-surface observations collected

800

800

Total prompt-surface observations gathered across the benchmark's AI/search surface universe

Unique questions

431

491

Distinct questions posed by the benchmark

Brand / competitor mentions

800

800

Prompts mentioning a tracked brand or competitor

Relevant prompts

800

797

Prompts relevant to the identity theft protection vertical

Irrelevant prompts

0

3

Prompts deemed irrelevant to the vertical

Qualified benchmark observations

398

379

Public denominator for all brand-level recommendation percentages

Qualified surface breadth

6

6

Canonical AI surface families with at least one qualified observation

These stages show how the raw prompt-surface collection narrows down to the qualified set used for every brand-level percentage in this report.

Benchmark-Level Metrics

Metric

Jul 2026

Oct 2026

Change

Qualified observations

398

379

Down 19

Companies tracked

10

10

No change

Recommendation-shaped answer share

29.6%

46.7%

Up 17.1 points

Valid recommendation shortlist share

84.2%

79.9%

Down 4.3 points

Category leader by coverage

Aura

Aura

No change

The recommendation-shaped answer share peaked at 42.5% in September 2026 before reaching 46.7% in October 2026, continuing a directional shift toward more explicitly recommendation-shaped answers within the qualified set. The valid recommendation shortlist share eased from 84.2% in July 2026 to 79.9% in October 2026, with an intermediate reading of 79.8% in September 2026.

AI Recommendation Trend

Questions This Section Answers

  • How large is the coverage gap between Aura and LifeLock, and how has it moved since the July 2026 baseline?
  • Which brands moved outside normal month-to-month variation, and in which direction?
  • How does Aura's rank-one rate compare with its overall recommendation coverage in October 2026?

A Stable Two-Brand Lead With a Widening Cluster of Significant Decliners Below It

Aura and LifeLock remain the commercial leaders, both holding valid recommendation coverage above 77% in October 2026, while every other tracked brand sits at 47.5% or below. The leaders' coverage eased from July 2026 but stayed within normal month-to-month variation, and the significant movement in the category sits with the decliners rather than the leaders.

Brand

Jul 2026

Oct 2026

Movement

Oct 2026 rank

Allstate Identity Protection

3.0%

2.4%

Down 0.6 points

8th

Aura

83.7%

79.4%

Down 4.3 points

1st

Identity Guard

51.3%

45.1%

Down 6.2 points

3rd

IdentityForce

58.5%

47.5%

Down 11.0 points

2nd

IdentityIQ

8.0%

7.1%

Down 0.9 points

6th

IDShield

43.7%

29.3%

Down 14.4 points

4th

IDX

1.8%

0.5%

Down 1.3 points

10th

LifeLock

82.2%

77.0%

Down 5.2 points

2nd

PrivacyGuard

3.8%

4.0%

Up 0.2 points

7th

Zander Insurance

12.6%

3.4%

Down 9.2 points

9th

Three brands exceeded normal month-to-month variation from baseline to October 2026: IdentityForce, IDShield, and Zander Insurance, all declining. The category-level change came from the combination of these declines with smaller stable movements across the remaining seven brands, rather than from a single concentrated event.

What Changed This Month

Questions This Section Answers

  • Why is Aura's rank-one grip loosening while its overall coverage holds steady?
  • How is LifeLock converting more recommendations into first-place finishes even as its coverage eases?
  • Which prompt categories now exclude IDShield and IdentityForce from AI shortlists?

Aura Holds the Lead as Its Rank-One Grip Continues to Loosen

Aura's valid recommendation coverage moved from 83.7% in July 2026 to 79.4% in October 2026, a 4.3-point decline within normal month-to-month variation. The prior-month movement was a 1.6-point decline from September 2026's 81.0%. Raw mention presence held essentially flat at 98.7% in October 2026 versus 98.2% in July 2026, meaning Aura remains visible in nearly every qualified response.

The sharper movement is in placement quality. Aura's rank-one rate fell 10.0 points from 68.3% in July 2026 to 58.3% in October 2026, a significant move. The top-three rate eased from 80.4% to 79.2%, within normal variation. The brand still secured the first recommendation in 221 of 379 qualified October 2026 observations.

Aura's recommendation coverage is stable, but its grip on the single top slot has loosened meaningfully across the series. Other brands are taking the first position more often even as Aura remains the most-recommended name overall.

Highest-priority diagnostic: Identify which prompt and surface combinations moved Aura from rank one to rank two across the series, and which competitor captured those first-place slots.

LifeLock Gains Rank-One Frequency While Coverage Eases

LifeLock's valid recommendation coverage moved from 82.2% in July 2026 to 77.0% in October 2026, a 5.2-point decline within normal variation. Raw mention presence eased from 97.2% to 96.8%, keeping the brand present in nearly all qualified responses.

The clearer story is rank-one growth. LifeLock's rank-one rate rose 10.4 points from 8.3% in July 2026 to 18.7% in October 2026, a significant move, with 71 first-place finishes in October 2026 versus 33 in July 2026. The top-three rate eased from 78.1% to 75.2%, within normal variation.

LifeLock is consolidating its role as the credible alternative to Aura, converting more of its recommendations into primary placements. The coverage gap between the two leaders widened from 1.5 points in July 2026 to 2.4 points in October 2026, even as LifeLock closed much of the rank-one gap with more first-place finishes.

Highest-priority diagnostic: Map the prompts and surfaces where LifeLock displaced Aura as the rank-one recommendation, and identify the evidence sources cited in those responses.

IDShield Is the Largest Significant Decliner Since Baseline

IDShield's valid recommendation coverage fell 14.4 points from 43.7% in July 2026 to 29.3% in October 2026, a significant decline. The prior-month movement was an 8.5-point drop from September 2026's 37.8%, also significant, meaning the brand has now posted a significant single-month decline after an earlier partial recovery.

The decline is driven by presence. Raw mention presence fell 12.4 points from 48.5% in July 2026 to 36.1% in October 2026, a comparable drop to the coverage change, with valid recommendations falling from 174 in July 2026 to 111 in October 2026. Top-three rate slipped from 8.0% to 6.3%, within normal variation, and IDShield recorded no rank-one placements in either month.

IDShield is being included in fewer AI-generated consideration sets, and the contraction has deepened after a brief mid-series recovery. When the brand is recommended, its placement quality is relatively stable, which points to a visibility problem rather than a preference problem.

Highest-priority diagnostic: Determine which prompt categories now exclude IDShield from the shortlist, and which brands are filling those recommendation slots.

IdentityForce Remains a Significant Decliner Despite a First Monthly Gain

IdentityForce's valid recommendation coverage fell 11.0 points from 58.5% in July 2026 to 47.5% in October 2026, a significant decline. The prior-month movement was a 1.3-point gain from September 2026's 46.2%, the brand's first monthly improvement since July 2026, though the cumulative position remains well below baseline.

The decline is driven by presence. Raw mention presence fell 11.8 points from 65.1% in July 2026 to 53.3% in October 2026, a comparable drop to the coverage change, with valid recommendations falling from 233 in July 2026 to 180 in October 2026. Top-three rate held at 32.7% versus 32.2% in July 2026, within normal variation, and IdentityForce recorded no rank-one placements in either month.

IdentityForce is being included in fewer AI-generated consideration sets, and the October uptick is a single-month move within a broader contraction. When the brand is recommended, its placement quality is stable, which points to a visibility problem rather than a preference problem.

Highest-priority diagnostic: Determine which prompt categories now exclude IdentityForce from the shortlist, and whether the October gain persists or reflects single-month variation.

Zander Insurance Declines to Single Digits

Zander Insurance's valid recommendation coverage fell 9.2 points from 12.6% in July 2026 to 3.4% in October 2026, a significant decline. The prior-month drop of 0.6 points from September 2026's 4.0% was not significant, giving the brand a three-month downward streak on a small base.

Valid recommendations fell from 50 in July 2026 to 13 in October 2026, with raw presence dropping from 13.6% to 4.5%, a similarly steep decline. The top-three rate slipped from 1.5% to 0.3%, and the rank-one rate moved from 0.5% to 0.0%, meaning no first-place finishes in October 2026 after two in July 2026.

The small-count caveat applies directly. Zander Insurance's movements are measured on only 13 valid recommendations, so the 9.2-point decline should be read with the understanding that individual prompt changes can have outsized effects on a brand with this presence level.

Highest-priority diagnostic: Determine whether Zander Insurance's decline is broad-based across prompt types or concentrated in specific surfaces, and which competitor is capturing its former mentions.

IDX and LifeLock Show Multi-Month Watch Items

IDX's valid recommendation coverage fell 1.3 points from 1.8% in July 2026 to 0.5% in October 2026, within normal variation, but the brand has now recorded three consecutive monthly declines. Raw mention presence fell 0.9 points from 2.0% to 1.1%, with valid recommendations falling from 7 in July 2026 to 2 in October 2026. The top-three rate moved from 0.2% to 0.0%, and IDX recorded no rank-one placements in either month.

LifeLock's coverage fell 5.2 points from 82.2% in July 2026 to 77.0% in October 2026, also within normal variation, but the brand has likewise recorded three consecutive monthly declines. The decline sits alongside significant rank-one growth, so the two signals point in different directions.

Both brands are watch items: three consecutive monthly downs with cumulative movement still within normal variation. Neither decline yet meets the significance threshold, but the persistence warrants monitoring.

Highest-priority diagnostic: Determine whether the multi-month declines for IDX and LifeLock reflect a consistent prompt or surface pattern, or represent normal variation accumulating across months.

Buyer-Intent Interpretation

Questions This Section Answers

  • Which buyer-intent clusters generated qualified observations in October 2026, and which recorded none?
  • What commercial questions about pricing, plan value, and head-to-head comparisons can the benchmark not yet answer?

Buyer-intent cluster

What it captures

Strategic question

Brand Recommendation

Prompts seeking a single recommended identity theft protection provider

Which brand does the AI system recommend when a buyer asks for the best option?

Pricing & Value

Prompts asking about cost, plans, and value for money

Which brands are surfaced in pricing discussions, and how are they framed?

Multi-Brand Comparison

Prompts asking to compare two or more providers head-to-head

Which brands benefit most from comparison-oriented answers?

In October 2026, all 379 qualified observations fell into the Brand Recommendation cluster, which captures discovery and consideration intent. The qualified answers were dominated by prompts seeking a recommended provider, consistent with the category's recommendation-shaped answer share of 46.7% and valid recommendation shortlist share of 79.9%.

Because the Pricing & Value and Multi-Brand Comparison clusters recorded no qualified observations in October 2026, the public benchmark cannot yet answer commercial questions about how AI systems frame price, plan value, or head-to-head comparisons. The evidence shows which brands win the direct recommendation, but it does not reveal how brands are positioned when buyers ask about cost or request a structured comparison.

Brand Opportunity Summary

Questions This Section Answers

  • Which brands have the highest-priority diagnostic to investigate this month?
  • What opportunity does the benchmark identify for brands like IDShield, IdentityForce, and Zander Insurance after their significant declines?

Brand

Oct 2026 coverage

Current signal

Highest-priority diagnostic

Allstate Identity Protection

2.4%

Stable but marginal presence; 9 valid recommendations

Which prompt types still surface the brand, and are they concentrated in specific surfaces?

Aura

79.4%

Category leader; rank-one rate down significantly since July while overall coverage holds steady

Which prompts moved Aura from rank one to rank two, and who captured those slots?

Identity Guard

45.1%

Stable below baseline; presence down significantly since July

Which surfaces and prompt types account for the presence decline, and is it stabilizing?

IdentityForce

47.5%

Significant coverage decline since July; first monthly gain in October; top-three rate stable

Which prompt categories now exclude IdentityForce from the shortlist, and is the October gain durable?

IdentityIQ

7.1%

Stable with thin presence; 27 valid recommendations

Which surfaces account for IdentityIQ's limited but persistent coverage?

IDShield

29.3%

Significant decline since July; presence down significantly; decline deepened in October

Which prompt categories now exclude IDShield from the shortlist?

IDX

0.5%

Watch item; three consecutive monthly downs; 2 valid recommendations

Which prompts still include IDX, and what is the surrounding context?

LifeLock

77.0%

Solid second; rank-one rate up significantly since July; watch item for three consecutive monthly downs

Which prompts show LifeLock displacing Aura as the top pick?

PrivacyGuard

4.0%

Stable with steady presence; 15 valid recommendations

Which surface and prompt combinations produce PrivacyGuard's top-three placements?

Zander Insurance

3.4%

Significant decline on a small base; 13 valid recommendations

Is the decline broad-based or concentrated in specific prompts and surfaces?

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 Visibility Market Discovery research program.

Report-Specific Interpretation Notes

  • Small-count movement: Brands such as IDX, PrivacyGuard, Allstate Identity Protection, and Zander Insurance are measured on small numbers of valid recommendations. Their percentage movements can appear proportionally large but rest on few observations.
  • Qualified denominator: All brand-level percentages are calculated within the qualified benchmark set of 379 observations in October 2026, not the 800 raw prompt-surface observations.
  • 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 the questions that determine whether a brand's position is durable: which high-intent prompts is the brand winning, which competitor takes the recommendation when the brand loses, what attributes do AI systems associate with each option, and which external sources are shaping those answers? For the significant decliners, the benchmark shows the movement but not the mechanism.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It converts the benchmark's directional signal into a concrete action plan.

Request an AI visibility audit

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What Is AI Citation Intelligence?
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Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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