Identity Theft Protection AI Visibility Ranking Trends - November 2026
Tracking how AI platforms recommend identity theft protection ai visibility ranking trends. Updated monthly since April 2026.

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Answer capsule
The November 2026 Identity Theft Protection benchmark compares 10 companies across 400 AI answers that met its inclusion rules. Aura leads with 353 recommendations (88.25% of answers). At least one tracked company was recommended in 357 answers; some answers recommended several companies.
The rankings distinguish being mentioned from receiving an affirmative recommendation, then examine placement and the wording used about each company. Earlier monthly results show how counts and rates changed, with each month using its own answer total. These results describe the answers reviewed, not product quality or customer satisfaction. Differences between monthly samples limit comparisons and do not establish why a result changed.
For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Identity Theft Protection
Industry leaderboard
Questions This Section Answers
- How do Identity Theft Protection rank by recorded AI recommendations in November 2026?
Rank | Company | Recommendations | Recommendation rate | Mention rate | Top 3 rate | #1 rate | Net sentiment |
|---|---|---|---|---|---|---|---|
1 | Aura | 353 | 88.25% | 100.00% | 86.50% | 60.50% | 0.88 |
2 | LifeLock | 333 | 83.25% | 96.00% | 81.50% | 23.00% | 0.87 |
3 | Identity Guard | 201 | 50.25% | 57.50% | 25.00% | 0.00% | 0.87 |
4 | IdentityForce | 182 | 45.50% | 55.25% | 33.75% | 0.25% | 0.82 |
5 | IDShield | 150 | 37.50% | 42.25% | 12.25% | 0.00% | 0.89 |
6 | IdentityIQ | 40 | 10.00% | 11.50% | 0.75% | 0.00% | 0.87 |
7 | Zander Insurance | 28 | 7.00% | 8.00% | 2.00% | 0.75% | 0.88 |
8 | PrivacyGuard | 23 | 5.75% | 7.50% | 1.00% | 0.00% | 0.77 |
9 | Allstate Identity Protection | 15 | 3.75% | 4.25% | 1.00% | 0.00% | 0.88 |
10 | IDX | 2 | 0.50% | 0.50% | 0.00% | 0.00% | 1.00 |
The leaderboard orders companies by how many recorded answers recommended them, so it measures affirmative endorsement rather than mere appearance. A company can be mentioned often yet recommended less often, and those two readings answer different questions.
Ties matter because equal recommendation counts share a rank; the printed table shows no tie at the top. Placement figures are nested inside recommendations, so first-place and shortlist counts are subsets, not additional wins.
Key findings
Tracked-company answer coverage
Questions This Section Answers
- How often did the November 2026 Identity Theft Protection answer sample recommend any tracked company?
Answer-level result | Qualified answers | Share of qualified answers |
|---|---|---|
At least one tracked company mentioned | 400 | 100.00% |
At least one tracked company recommended | 357 | 89.25% |
No tracked company recommended | 43 | 10.75% |
Multiple tracked companies recommended | 347 | 86.75% |
357 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 1327, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.
Almost every qualified answer named at least one tracked company, and most named several, which is why company totals exceed the number of answers. This overlap means coverage describes presence across answers, not market share or dominance.
A minority of answers recommended no tracked company; those answers may still have endorsed companies outside this comparison. Coverage therefore bounds what the benchmark observed, not the full range of advice an answer might contain.
Reach and affirmative recommendation
Aura ranks 1 by recommendation count. Mentions: 400 (100.00%); recommendations: 353 (88.25%). Top 3 placements: 346 (86.50%); first-place placements: 242 (60.50%).
Wording about the company: 353 positive, 47 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 88.3%. The net framing score was 0.88 (defined in Methodology).
47 mentions had no recorded recommendation. Of recorded recommendations, 98.02% were Top 3 and 68.56% were first-place.
Aura appears in every qualified answer and is recommended in most of them, so its reach and its endorsement are both broad but not identical. The gap between mention and recommendation is the clearest signal that presence alone is not endorsement.
Mentions without a recorded recommendation are measured results, not missing data. The ranking reflects recommendation counts, so a company with wide mention but fewer endorsements sits below one with narrower but more affirmative coverage.
Recommendation order and placement
Company | Mentions | Recommendation-to-mention ratio | Top 3 / #1 counts | Positive / neutral / negative mentions |
|---|---|---|---|---|
Aura | 400 | 88.3% | 346 / 242 | 353 / 47 / 0 |
LifeLock | 384 | 86.7% | 326 / 92 | 333 / 51 / 0 |
Identity Guard | 230 | 87.4% | 100 / 0 | 201 / 29 / 0 |
IdentityForce | 221 | 82.4% | 135 / 1 | 182 / 39 / 0 |
IDShield | 169 | 88.8% | 49 / 0 | 150 / 19 / 0 |
IdentityIQ | 46 | 87.0% | 3 / 0 | 40 / 6 / 0 |
Zander Insurance | 32 | 87.5% | 8 / 3 | 28 / 4 / 0 |
PrivacyGuard | 30 | 76.7% | 4 / 0 | 23 / 7 / 0 |
Allstate Identity Protection | 17 | 88.2% | 4 / 0 | 15 / 2 / 0 |
IDX | 2 | 100.0% | 0 / 0 | 2 / 0 / 0 |
Placement describes where a recommended company appears in an answer's ordering. Shortlist and first-place counts are subsets of recommendations, so they should be read within the recommendation base rather than added to it.
A high recommendation-to-mention ratio means most appearances carried an endorsement; it does not describe customers, sales or conversion. Where the recommendation base is small, a strong ratio rests on few observations and should be read cautiously.
Classified framing in context
Company | Positive | Neutral | Negative |
|---|---|---|---|
Aura | 353 | 47 | 0 |
LifeLock | 333 | 51 | 0 |
Identity Guard | 201 | 29 | 0 |
IdentityForce | 182 | 39 | 0 |
IDShield | 150 | 19 | 0 |
IdentityIQ | 40 | 6 | 0 |
Zander Insurance | 28 | 4 | 0 |
PrivacyGuard | 23 | 7 | 0 |
Allstate Identity Protection | 15 | 2 | 0 |
IDX | 2 | 0 | 0 |
Framing classifies the wording used about a company in the selected answers. Positive and neutral labels describe how the answer phrased its reference; they are not customer sentiment, reputation or evidence of company quality.
No negative wording was recorded for any tracked company this month, which limits what the framing measure can distinguish. Neutral wording does not establish why a recommendation was or was not recorded.
Company results in detail
Aura
Questions This Section Answers
- What do the November 2026 AI answer results show about Aura mentions, recommendations and placement?
Aura ranks 1 by recommendation count. Mentions: 400 (100.00%); recommendations: 353 (88.25%). Top 3 placements: 346 (86.50%); first-place placements: 242 (60.50%).
Wording about the company: 353 positive, 47 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 88.3%. The net framing score was 0.88 (defined in Methodology).
47 mentions had no recorded recommendation. Of recorded recommendations, 98.02% were Top 3 and 68.56% were first-place.
From October 2026 to November 2026, Aura's mention count rose from 374 to 400, while its recommendation count rose from 301 to 353. The recommendation rate was 79.42% and 88.25% respectively.
Aura leads on recommendation count and appears in every qualified answer, giving it the broadest reach in the set. Its endorsements are also unusually concentrated near the top of answer orderings, with most recommendations placed first.
Its wording is overwhelmingly positive with no negative mentions recorded. The month-over-month rise in both mentions and recommendations is a recorded comparison only; the samples differ and do not establish why the change occurred.
LifeLock
Questions This Section Answers
- What do the November 2026 AI answer results show about LifeLock mentions, recommendations and placement?
LifeLock ranks 2 by recommendation count. Mentions: 384 (96.00%); recommendations: 333 (83.25%). Top 3 placements: 326 (81.50%); first-place placements: 92 (23.00%).
Wording about the company: 333 positive, 51 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 86.7%. The net framing score was 0.87 (defined in Methodology).
51 mentions had no recorded recommendation. Of recorded recommendations, 97.90% were Top 3 and 27.63% were first-place.
From October 2026 to November 2026, LifeLock's mention count rose from 367 to 384, while its recommendation count rose from 292 to 333. The recommendation rate was 77.04% and 83.25% respectively.
LifeLock holds second place on recommendation count with near-universal mention coverage. Its endorsements are frequent, but its first-place placements are far fewer than its shortlist placements, so it often appears high without leading.
Wording is positive or neutral with nothing negative recorded. The October-to-November increase in mentions and recommendations is a comparison of separate samples and does not show a cause or a durable trend.
Identity Guard
Questions This Section Answers
- What do the November 2026 AI answer results show about Identity Guard mentions, recommendations and placement?
Identity Guard ranks 3 by recommendation count. Mentions: 230 (57.50%); recommendations: 201 (50.25%). Top 3 placements: 100 (25.00%); first-place placements: 0 (0.00%).
Wording about the company: 201 positive, 29 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 87.4%. The net framing score was 0.87 (defined in Methodology).
29 mentions had no recorded recommendation. Of recorded recommendations, 49.75% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, Identity Guard's mention count rose from 191 to 230, while its recommendation count rose from 171 to 201. The recommendation rate was 45.12% and 50.25% respectively.
Identity Guard ranks third on recommendation count, a step above its prior position. It is recommended in roughly half of qualified answers, and its placements are entirely shortlist appearances with no first-place results recorded.
Its recommendation-to-mention ratio is high, meaning most appearances carried an endorsement. Wording is positive or neutral throughout. The month-over-month movement is a recorded comparison across differing samples, not evidence of a mechanism.
IdentityForce
Questions This Section Answers
- What do the November 2026 AI answer results show about IdentityForce mentions, recommendations and placement?
IdentityForce ranks 4 by recommendation count. Mentions: 221 (55.25%); recommendations: 182 (45.50%). Top 3 placements: 135 (33.75%); first-place placements: 1 (0.25%).
Wording about the company: 182 positive, 39 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 82.4%. The net framing score was 0.82 (defined in Methodology).
39 mentions had no recorded recommendation. Of recorded recommendations, 74.18% were Top 3 and 0.55% were first-place.
From October 2026 to November 2026, IdentityForce's mention count rose from 202 to 221, while its recommendation count rose from 180 to 182. The recommendation rate was 47.49% and 45.50% respectively.
IdentityForce ranks fourth, having been recommended in under half of qualified answers. Its shortlist placements are relatively numerous, but first-place appearances are essentially absent, so it is endorsed without leading.
Its recommendation-to-mention ratio is the lowest among the higher-volume companies, indicating that a larger share of its appearances lacked an endorsement. Wording remains positive or neutral, and the small month-over-month change is descriptive only.
IDShield
Questions This Section Answers
- What do the November 2026 AI answer results show about IDShield mentions, recommendations and placement?
IDShield ranks 5 by recommendation count. Mentions: 169 (42.25%); recommendations: 150 (37.50%). Top 3 placements: 49 (12.25%); first-place placements: 0 (0.00%).
Wording about the company: 150 positive, 19 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 88.8%. The net framing score was 0.89 (defined in Methodology).
19 mentions had no recorded recommendation. Of recorded recommendations, 32.67% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, IDShield's mention count rose from 137 to 169, while its recommendation count rose from 111 to 150. The recommendation rate was 29.29% and 37.50% respectively.
IDShield ranks fifth on recommendation count, with mentions and endorsements in a minority of qualified answers. Its placements are shortlist appearances only, with no first-place results recorded.
Its recommendation-to-mention ratio is high, so appearances usually carried an endorsement even though total reach is moderate. Wording is positive or neutral. The recorded increase in mentions and recommendations compares separate monthly samples and does not explain itself.
IdentityIQ
Questions This Section Answers
- What do the November 2026 AI answer results show about IdentityIQ mentions, recommendations and placement?
IdentityIQ ranks 6 by recommendation count. Mentions: 46 (11.50%); recommendations: 40 (10.00%). Top 3 placements: 3 (0.75%); first-place placements: 0 (0.00%).
Wording about the company: 40 positive, 6 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 87.0%. The net framing score was 0.87 (defined in Methodology).
6 mentions had no recorded recommendation. Of recorded recommendations, 7.50% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, IdentityIQ's mention count rose from 31 to 46, while its recommendation count rose from 27 to 40. The recommendation rate was 7.12% and 10.00% respectively.
IdentityIQ ranks sixth, with mentions and recommendations in a small fraction of qualified answers. Shortlist placements are rare and no first-place results were recorded, so its presence is limited and rarely prominent.
Its recommendation-to-mention ratio is high, but it rests on a modest base and should be read with that qualification. Wording is positive or neutral. The month-over-month rise is a recorded comparison, not evidence of a trend.
Zander Insurance
Questions This Section Answers
- What do the November 2026 AI answer results show about Zander Insurance mentions, recommendations and placement?
Zander Insurance ranks 7 by recommendation count. Mentions: 32 (8.00%); recommendations: 28 (7.00%). Top 3 placements: 8 (2.00%); first-place placements: 3 (0.75%).
Wording about the company: 28 positive, 4 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 87.5%. The net framing score was 0.88 (defined in Methodology).
4 mentions had no recorded recommendation. Of recorded recommendations, 28.57% were Top 3 and 10.71% were first-place.
From October 2026 to November 2026, Zander Insurance's mention count rose from 17 to 32, while its recommendation count rose from 13 to 28. The recommendation rate was 3.43% and 7.00% respectively.
Zander Insurance ranks seventh, with mentions and recommendations in a small share of qualified answers. It records a few shortlist placements and a handful of first-place results, giving it more prominent appearances than several higher-ranked peers.
Its recommendation-to-mention ratio is high on a small base. Wording is positive or neutral. The recorded increase in mentions and recommendations spans separate samples and does not establish why it occurred.
PrivacyGuard
Questions This Section Answers
- What do the November 2026 AI answer results show about PrivacyGuard mentions, recommendations and placement?
PrivacyGuard ranks 8 by recommendation count. Mentions: 30 (7.50%); recommendations: 23 (5.75%). Top 3 placements: 4 (1.00%); first-place placements: 0 (0.00%).
Wording about the company: 23 positive, 7 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 76.7%. The net framing score was 0.77 (defined in Methodology).
7 mentions had no recorded recommendation. Of recorded recommendations, 17.39% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, PrivacyGuard's mention count rose from 20 to 30, while its recommendation count rose from 15 to 23. The recommendation rate was 3.96% and 5.75% respectively.
PrivacyGuard ranks eighth, with mentions and recommendations in a small fraction of qualified answers. Shortlist placements are few and no first-place results were recorded.
Its recommendation-to-mention ratio is the lowest in the set, meaning a notable share of its appearances carried no endorsement. Wording is mostly positive with some neutral mentions. The month-over-month change is a recorded comparison across differing samples, not a causal finding.
Allstate Identity Protection
Questions This Section Answers
- What do the November 2026 AI answer results show about Allstate Identity Protection mentions, recommendations and placement?
Allstate Identity Protection ranks 9 by recommendation count. Mentions: 17 (4.25%); recommendations: 15 (3.75%). Top 3 placements: 4 (1.00%); first-place placements: 0 (0.00%).
Wording about the company: 15 positive, 2 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 88.2%. The net framing score was 0.88 (defined in Methodology).
2 mentions had no recorded recommendation. Of recorded recommendations, 26.67% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, Allstate Identity Protection's mention count rose from 16 to 17, while its recommendation count rose from 9 to 15. The recommendation rate was 2.37% and 3.75% respectively.
Allstate Identity Protection ranks ninth, with mentions and recommendations in a small share of qualified answers. Shortlist placements are few and no first-place results were recorded.
Its recommendation-to-mention ratio is high, but the base is small and the ratio should be read with that qualification. Wording is positive or neutral. The recorded increase in mentions and recommendations compares separate samples and does not explain itself.
IDX
Questions This Section Answers
- What do the November 2026 AI answer results show about IDX mentions, recommendations and placement?
IDX ranks 10 by recommendation count. Mentions: 2 (0.50%); recommendations: 2 (0.50%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 2 positive, 0 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 100.0%. The net framing score was 1.00 (defined in Methodology).
0 mentions had no recorded recommendation. Of recorded recommendations, 0.00% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, IDX's mention count fell from 4 to 2, while its recommendation count stayed at 2. The recommendation rate was 0.53% and 0.50% respectively. The count was unchanged: the rate difference comes from dividing it by 379 answers in October 2026 and 400 in November.
IDX ranks tenth, with only a handful of mentions and recommendations recorded. No shortlist or first-place placements were recorded, so its appearances were not prominent in answer orderings.
Its recommendation-to-mention ratio is at its maximum, but on such a small base this is a fragile reading rather than a strong signal. Its mention count fell while its recommendation count was unchanged; the rate difference reflects a different answer total, not a demonstrated change in standing.
Earlier ranking snapshot context
Questions This Section Answers
- How do the available Identity Theft Protection snapshots from July 2026 to November 2026 differ in recommendation coverage and measurement scope?
Company | Jul 2026 | Aug 2026 | Sep 2026 | Oct 2026 | Nov 2026 |
|---|---|---|---|---|---|
Aura | 333 / 398 (83.67%) | 302 / 377 (80.11%) | 328 / 405 (80.99%) | 301 / 379 (79.42%) | 353 / 400 (88.25%) |
LifeLock | 327 / 398 (82.16%) | 296 / 377 (78.51%) | 316 / 405 (78.02%) | 292 / 379 (77.04%) | 333 / 400 (83.25%) |
Identity Guard | 204 / 398 (51.26%) | 150 / 377 (39.79%) | 184 / 405 (45.43%) | 171 / 379 (45.12%) | 201 / 400 (50.25%) |
IdentityForce | 233 / 398 (58.54%) | 181 / 377 (48.01%) | 187 / 405 (46.17%) | 180 / 379 (47.49%) | 182 / 400 (45.50%) |
IDShield | 174 / 398 (43.72%) | 126 / 377 (33.42%) | 153 / 405 (37.78%) | 111 / 379 (29.29%) | 150 / 400 (37.50%) |
IdentityIQ | 32 / 398 (8.04%) | 26 / 377 (6.90%) | 36 / 405 (8.89%) | 27 / 379 (7.12%) | 40 / 400 (10.00%) |
Zander Insurance | 50 / 398 (12.56%) | 30 / 377 (7.96%) | 16 / 405 (3.95%) | 13 / 379 (3.43%) | 28 / 400 (7.00%) |
PrivacyGuard | 15 / 398 (3.77%) | 9 / 377 (2.39%) | 18 / 405 (4.44%) | 15 / 379 (3.96%) | 23 / 400 (5.75%) |
Allstate Identity Protection | 12 / 398 (3.02%) | 9 / 377 (2.39%) | 7 / 405 (1.73%) | 9 / 379 (2.37%) | 15 / 400 (3.75%) |
IDX | 7 / 398 (1.76%) | 4 / 377 (1.06%) | 4 / 405 (0.99%) | 2 / 379 (0.53%) | 2 / 400 (0.50%) |
Company | Jul 2026 rank | Aug 2026 rank | Sep 2026 rank | Oct 2026 rank | Nov 2026 rank |
|---|---|---|---|---|---|
Aura | 1 | 1 | 1 | 1 | 1 |
LifeLock | 2 | 2 | 2 | 2 | 2 |
Identity Guard | 4 | 4 | 4 | 4 | 3 |
IdentityForce | 3 | 3 | 3 | 3 | 4 |
IDShield | 5 | 5 | 5 | 5 | 5 |
IdentityIQ | 7 | 7 | 6 | 6 | 6 |
Zander Insurance | 6 | 6 | 8 | 8 | 7 |
PrivacyGuard | 8 | 8 | 7 | 7 | 8 |
Allstate Identity Protection | 9 | 8 | 9 | 9 | 9 |
IDX | 10 | 10 | 10 | 10 | 10 |
Only months with verified results are shown. Monthly sample coverage is listed in Methodology.
The monthly table shows separate selected samples, each with its own answer total, so counts and rates should be read together rather than compared as equivalent panels. Rank positions are recorded per month and do not establish stability.
A changed count or rate across months is a recorded comparison only. Smaller answer totals do not explain why a company's results moved, and a single prior month cannot establish a first-ever result or a durable trend.
AI recommendation trend
Observed recommendation rate (%), Jul 2026 to Nov 2026
- Aura88.3%
- LifeLock83.3%
- Identity Guard50.3%
- IdentityForce45.5%
- IDShield37.5%
- IdentityIQ10.0%
- Zander Insurance7.0%
- PrivacyGuard5.8%
- Allstate Identity Protection3.8%
- IDX0.5%
What the November Rankings Show
These measures answer different questions. Mention records appearance, recommendation records affirmative endorsement, placement records position within an endorsement, and framing records wording. A company can be widely mentioned yet rarely recommended, or frequently recommended yet rarely placed first.
Because placements nest inside recommendations, the figures should not be summed. Recommendation-to-mention ratios describe the recorded answers, not customers or conversion, and framing is not sentiment or quality. The rankings summarize what these AI answers said, not independently verified facts about the companies.
Methodology
Questions This Section Answers
- How were the November 2026 Identity Theft Protection AI visibility measures counted, and what do they not establish?
This benchmark has partial coverage: 3 of 3 planned question categories contributed usable observations; 0 contributed none. This describes question-category coverage, not demonstrated platform outages. Findings apply to the available answer set.
The month in the title is the reporting period. The exact dates when the original AI answers were collected have not been verified.
Each company is counted at most once in each answer that meets the benchmark rules. A recommendation requires both an affirmative endorsement and positive wording. Mention, recommendation, Top 3 and first-place rates use the full benchmark answer total. Top 3 and first-place results are included within recommendations, not added to them.
The recommendation-to-mention ratio divides recommendations by mentions. It describes AI answer wording, not customer conversion. Net framing is positive minus negative mentions, divided by all mentions, on a scale from -1 to +1. It does not measure customer satisfaction or company quality.
Market: US; 10 tracked companies. AI services represented: ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity.
Research screening totals (answer observations can include repeated questions):
Screening measure | Count |
|---|---|
Answers included in the benchmark | 400 |
Answers marked relevant during screening | 793 |
Answers marked reserved (screening label) | 393 |
Answers marked irrelevant during screening | 7 |
Captured answer observations | 800 |
Distinct questions | 449 |
Answer observations marked as mentioning a brand | 800 |
The source does not provide a reader-facing definition of “reserved”; that screening label is reported without inferring a reason for exclusion. Only the included benchmark answers form the rate denominator.
One answer can mention or recommend several companies. Adding company totals would therefore count some answers more than once. The results describe the AI answers reviewed, not independently verified facts about the companies or their products.
Monthly sample coverage:
Reporting month | Answers included | AI services covered | Services |
|---|---|---|---|
Jul 2026 | 398 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Aug 2026 | 377 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Sep 2026 | 405 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Oct 2026 | 379 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Nov 2026 | 400 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.
The benchmark covers a partial set of answers, and the exact collection dates for the original AI answers have not been verified. Each company is counted at most once per answer, and one answer can mention or recommend several companies, so company totals overlap.
Recommendation requires both affirmative endorsement and positive wording. Top 3 and first-place results are included within recommendations, not added to them. Net framing runs from negative to positive and does not measure customer satisfaction or company quality. Monthly samples differ, so comparisons show recorded change without establishing why it occurred.
Archived editions
Browse earlier published research snapshots for this article. The latest edition remains at the current URL.
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