Identity Theft Protection: AI Market Discovery Index
Tracking how AI platforms recommend identity theft protection. This public AI Market Discovery Index is updated monthly since July 2026.

On this page
- 01Benchmark Summary
- 02Current Benchmark at a Glance
- 03Research Scope and Qualification
- 04Current Brand Standings
- 05How to Read the Standings
- 06Recommendation Coverage Movement
- 07Largest Decline: IdentityForce
- 08Largest Decline: Zander Insurance
- 09Category Leader: Aura
- 10Recommendation Placement Snapshot
- 11Buyer-Intent Distribution
- 12Historical Measurement Record
Benchmark Summary
Aura remained the Identity Theft Protection benchmark leader in September 2026, holding 81.0% valid recommendation coverage — essentially stable against 83.7% in July 2026 across the three-month series, and up slightly from 80.1% in August 2026, reversing the prior month's decline. The gap to the next brand, LifeLock, widened to 3.0 points, as LifeLock reached 78.0% coverage in September 2026, down from 82.2% in July 2026.
Two brands registered declines beyond normal variation. IdentityForce fell to 46.2% in September 2026 from 58.5% in July 2026, a decline recorded in each of the two months since baseline. Zander Insurance declined to 4.0% in September 2026 from 12.6% in July 2026, also falling in each of the two months since baseline. Among stable brands, Identity Guard rose to 45.4% in September 2026 from 39.8% in August 2026, reversing the prior month's decline, while IDShield increased to 37.8% from 33.4% over the same period, also reversing a prior decline.
The benchmark began with 800 prompt-surface observations in each month and produced 405 qualified observations in September 2026 after qualification.
AI recommendation trend
valid recommendation coverage, Jul 2026 to Sep 2026
- Aura81.0%
- LifeLock78.0%
- IdentityForce46.2%
- Identity Guard45.4%
- IDShield37.8%
- IdentityIQ8.9%
- PrivacyGuard4.4%
- Zander Insurance4.0%
- Allstate Identity Protection1.7%
- IDX1.0%
Current Benchmark at a Glance
Measure | Jul 2026 | Sep 2026 | Movement |
|---|---|---|---|
Qualified benchmark observations | 398 | 405 | Up 7 |
Tracked brands | 10 | 10 | No change |
Qualified surface breadth | 6 | 6 | No change |
Recommendation-shaped answer share | 29.6% | 42.5% | Up 12.8 points |
Valid recommendation shortlist share | 84.2% | 79.8% | Down 4.4 points |
Leader by valid recommendation coverage | Aura | Aura | No change |
Qualified surface breadth counts the canonical AI/search surface families with at least one qualified observation. The six families tested are ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. All six families produced qualified observations in September 2026.
For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Identity Theft Protection
Research Scope and Qualification
The public benchmark is narrower than the raw collection universe by design.
Research stage | Jul 2026 | Sep 2026 | What it represents |
|---|---|---|---|
Source prompt-surface observations | 800 | 800 | Total prompts run across AI surfaces |
Unique questions | 431 | 484 | Distinct questions after deduplication |
Brand / competitor mentions | 800 | 800 | Prompts where a brand or competitor was mentioned |
Relevant observations | 800 | 797 | Prompts relevant to the vertical |
Irrelevant observations | 0 | 3 | Prompts not relevant to the vertical |
Qualified benchmark observations | 398 | 405 | Public denominator for brand percentages |
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Brand-level percentages use the qualified observations as the public denominator, not the raw collection. AI Market Discovery Methodology
Current Brand Standings
This table is the primary current-month benchmark view, sorted by valid recommendation coverage.
Brand | Presence rate | Valid recommendation coverage | Top-three rate | Rank-one rate | Net sentiment |
|---|---|---|---|---|---|
Aura | 98.3% | 81.0% | 79.0% | 59.5% | 0.8 |
LifeLock | 96.0% | 78.0% | 75.6% | 17.0% | 0.8 |
IdentityForce | 55.1% | 46.2% | 30.9% | 0.0% | 0.9 |
Identity Guard | 51.8% | 45.4% | 26.7% | 0.2% | 0.9 |
IDShield | 44.7% | 37.8% | 9.4% | 0.0% | 0.9 |
IdentityIQ | 9.4% | 8.9% | 1.2% | 0.0% | 0.9 |
PrivacyGuard | 5.2% | 4.4% | 1.7% | 0.0% | 0.9 |
Zander Insurance | 4.9% | 4.0% | 0.7% | 0.0% | 0.8 |
Allstate Identity Protection | 3.7% | 1.7% | 0.2% | 0.0% | 0.7 |
IDX | 1.5% | 1.0% | 0.2% | 0.0% | 0.8 |
How to Read the Standings
Presence rate is the share of qualified observations where the brand appears in the AI answer at all. Valid recommendation coverage is the share of qualified observations where the brand appears in a clear recommendation context. Top-three rate is the share where the brand appears among the top three recommended options. Rank-one rate is the share where the brand is the single top recommendation. Net sentiment measures the balance of positive over negative brand mentions.
For formulas and denominator rules, see AI Market Discovery Metric Definitions.
Recommendation Coverage Movement
Brand | Jul 2026 | Sep 2026 | Movement since baseline |
|---|---|---|---|
Allstate Identity Protection | 3.0% | 1.7% | Down 1.3 points |
Aura | 83.7% | 81.0% | Down 2.7 points |
Identity Guard | 51.3% | 45.4% | Down 5.9 points |
IdentityForce | 58.5% | 46.2% | Down 12.3 points |
IdentityIQ | 8.0% | 8.9% | Up 0.9 points |
IDShield | 43.7% | 37.8% | Down 5.9 points |
IDX | 1.8% | 1.0% | Down 0.8 points |
LifeLock | 82.2% | 78.0% | Down 4.2 points |
PrivacyGuard | 3.8% | 4.4% | Up 0.6 points |
Zander Insurance | 12.6% | 4.0% | Down 8.6 points |
Largest Decline: IdentityForce
IdentityForce posted the largest decline since baseline, with valid recommendation coverage down 12.3 points to 46.2%. The brand declined in each of the two months since July 2026. Presence rate fell to 55.1% in September 2026 from 65.1% in July 2026, a 10.0-point difference. Valid recommendation count stood at 187 in September 2026 compared with 233 in July 2026.
Largest Decline: Zander Insurance
Zander Insurance declined in each of the two months since July 2026, falling 8.6 points to 4.0% valid recommendation coverage. The prior-month move also stood out, with coverage down from 8.0% in August 2026. Presence rate fell to 4.9% in September 2026 from 13.6% in July 2026. Valid recommendation count stood at 16 in September 2026 compared with 50 in July 2026.
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Category Leader: Aura
Aura remained the category leader at 81.0% valid recommendation coverage in September 2026, up from 80.1% in August 2026. Its top-three rate of 79.0% and rank-one rate of 59.5% were both the highest in the benchmark, though the rank-one rate fell 8.8 points from 68.3% in July 2026.
Recommendation Placement Snapshot
Coverage alone does not show how prominently a brand is recommended, and the top two brands illustrate the difference well.
Brand | Sep 2026 top-three rate | Sep 2026 rank-one rate | Jul 2026 top-three rate | Jul 2026 rank-one rate |
|---|---|---|---|---|
Aura | 79.0% | 59.5% | 80.4% | 68.3% |
LifeLock | 75.6% | 17.0% | 78.1% | 8.3% |
Near-identical coverage can still hide very different first-position rates. Aura and LifeLock were separated by 3.0 points in coverage in September 2026, yet Aura was the top recommendation in 59.5% of qualified observations while LifeLock held the top spot in 17.0%, up from 8.3% in July 2026.
Buyer-Intent Distribution
All qualified observations in September 2026 fell into the Brand Recommendation class, as they did in July 2026.
Buyer-intent class | Jul 2026 | Sep 2026 |
|---|---|---|
Brand Recommendation | 398 | 405 |
Pricing & Value | 0 | 0 |
Multi-Brand Comparison | 0 | 0 |
Total qualified observations | 398 | 405 |
The current public series measures brand recommendation discovery only and does not yet contain qualified observations for pricing or comparison questions.
Historical Measurement Record
This is an evergreen benchmark URL. New measurements are added to the same report.
Measurement | Qualified observations | Coverage leader | Leader coverage | Largest coverage movement |
|---|---|---|---|---|
Jul 2026 | 398 | Aura | 83.7% | N/A (Baseline) |
Aug 2026 | 377 | Aura | 80.1% | Identity Guard, Down 11.5 points |
Sep 2026 | 405 | Aura | 81.0% | IdentityForce, Down 12.3 points |
Evidence and Source Layer
The 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 or sponsored channels. A metric movement alone does not establish causality; the benchmark records the change rather than explaining why it occurred.
About This Benchmark
The LLM Authority Index AI Market Discovery Index is a neutral, industry-level benchmark tracking how AI and search surfaces present brands across a vertical. It measures presence, recommendation coverage, placement, and sentiment as distinct signals and does not assign one brand credit for another's standing.
- AI Market Discovery Methodology
- AI Market Discovery Metric Definitions
- AI Market Discovery Research Standards
- Modeled AI Authority Value
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The public industry benchmark shows category-level standings. A company-level Authority Index can go deeper.
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