Business Brokers AI Visibility Ranking Trends - November 2026
Tracking how AI platforms recommend business brokers ai visibility ranking trends. Updated monthly since April 2026.

On this page
- 01Answer capsule
- 02Industry leaderboard
- 03Key findings
- 04Tracked-company answer coverage
- 05Reach and affirmative recommendation
- 06Recommendation order and placement
- 07Classified framing in context
- 08Company results in detail
- 09BizBuySell
- 10Empire Flippers
- 11Transworld Business Advisors
- 12Sunbelt Business Brokers
Answer capsule
The November 2026 Business Brokers benchmark compares 10 companies across 465 AI answers that met its inclusion rules. BizBuySell leads with 67 recommendations (14.41% of answers). At least one tracked company was recommended in 134 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 Business Brokers
Industry leaderboard
Questions This Section Answers
- How do Business Brokers rank by recorded AI recommendations in November 2026?
Rank | Company | Recommendations | Recommendation rate | Mention rate | Top 3 rate | #1 rate | Net sentiment |
|---|---|---|---|---|---|---|---|
1 | BizBuySell | 67 | 14.41% | 83.66% | 5.81% | 5.16% | 0.25 |
2 | Empire Flippers | 64 | 13.76% | 43.23% | 4.73% | 2.80% | 0.39 |
3 | Transworld Business Advisors | 43 | 9.25% | 29.68% | 5.38% | 3.44% | 0.33 |
4 | Sunbelt Business Brokers | 38 | 8.17% | 32.90% | 5.16% | 2.80% | 0.27 |
5 | Quiet Light | 31 | 6.67% | 23.66% | 2.37% | 0.22% | 0.35 |
6 | Website Closers | 25 | 5.38% | 12.26% | 1.72% | 0.43% | 0.46 |
7 | First Choice Business Brokers | 23 | 4.95% | 17.63% | 1.72% | 0.00% | 0.30 |
8 | Murphy Business & Financial | 22 | 4.73% | 13.98% | 2.15% | 0.00% | 0.34 |
9 | VR Business Brokers | 11 | 2.37% | 6.24% | 1.08% | 0.22% | 0.38 |
10 | Synergy Business Brokers | 9 | 1.94% | 9.46% | 1.08% | 0.43% | 0.25 |
The leaderboard orders companies by how many answers affirmatively recommended them, not by how often they appeared. A company can be mentioned frequently yet recommended rarely, so the recommendation count and the mention rate answer different questions.
Ties matter here: equal recommendation counts share a rank, and the printed order should not be read as a unique winner. Placement counts are nested inside recommendations, so first-place and shortlist figures are subsets rather than additional endorsements.
Key findings
Tracked-company answer coverage
Questions This Section Answers
- How often did the November 2026 Business Brokers answer sample recommend any tracked company?
Answer-level result | Qualified answers | Share of qualified answers |
|---|---|---|
At least one tracked company mentioned | 465 | 100.00% |
At least one tracked company recommended | 134 | 28.82% |
No tracked company recommended | 331 | 71.18% |
Multiple tracked companies recommended | 95 | 20.43% |
134 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 333, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.
Every qualified answer mentioned at least one tracked company, but only a minority recommended one. Because a single answer can recommend several companies, the number of company-level recommendations exceeds the number of answers carrying any recommendation.
This overlap means company totals should not be summed into an answer count. Coverage describes which tracked names surfaced in the reviewed answers, not overall market share or dominance.
Reach and affirmative recommendation
BizBuySell ranks 1 by recommendation count. Mentions: 389 (83.66%); recommendations: 67 (14.41%). Top 3 placements: 27 (5.81%); first-place placements: 24 (5.16%).
Wording about the company: 99 positive, 289 neutral, 1 negative mentions. The proportion of mentions that also included a recommendation was 17.2%. The net framing score was 0.25 (defined in Methodology).
322 mentions had no recorded recommendation. Of recorded recommendations, 40.30% were Top 3 and 35.82% were first-place.
BizBuySell leads on recommendation count, but most of its appearances were mentions without an endorsement. Mention presence and affirmative recommendation are distinct measures, and a high mention rate does not by itself produce a high recommendation rate.
The gap between the two shows that being named in an answer and being put forward as a choice are separate outcomes in these recorded responses.
Recommendation order and placement
Company | Mentions | Recommendation-to-mention ratio | Top 3 / #1 counts | Positive / neutral / negative mentions |
|---|---|---|---|---|
BizBuySell | 389 | 17.2% | 27 / 24 | 99 / 289 / 1 |
Empire Flippers | 201 | 31.8% | 22 / 13 | 78 / 123 / 0 |
Transworld Business Advisors | 138 | 31.2% | 25 / 16 | 46 / 91 / 1 |
Sunbelt Business Brokers | 153 | 24.8% | 24 / 13 | 43 / 108 / 2 |
Quiet Light | 110 | 28.2% | 11 / 1 | 39 / 71 / 0 |
Website Closers | 57 | 43.9% | 8 / 2 | 26 / 31 / 0 |
First Choice Business Brokers | 82 | 28.0% | 8 / 0 | 25 / 57 / 0 |
Murphy Business & Financial | 65 | 33.8% | 10 / 0 | 22 / 43 / 0 |
VR Business Brokers | 29 | 37.9% | 5 / 1 | 11 / 18 / 0 |
Synergy Business Brokers | 44 | 20.5% | 5 / 2 | 11 / 33 / 0 |
Placement describes where a recommended company sat within an answer's ordering. Shortlist placements and first-place placements are subsets of recommendations, not extra wins, and they should not be added to recommendation counts.
A company recommended often can still place first rarely, and the reverse pattern appears too. These are positions in recorded answers, not customer choices or conversion outcomes.
Classified framing in context
Company | Positive | Neutral | Negative |
|---|---|---|---|
BizBuySell | 99 | 289 | 1 |
Empire Flippers | 78 | 123 | 0 |
Transworld Business Advisors | 46 | 91 | 1 |
Sunbelt Business Brokers | 43 | 108 | 2 |
Quiet Light | 39 | 71 | 0 |
Website Closers | 26 | 31 | 0 |
First Choice Business Brokers | 25 | 57 | 0 |
Murphy Business & Financial | 22 | 43 | 0 |
VR Business Brokers | 11 | 18 | 0 |
Synergy Business Brokers | 11 | 33 | 0 |
Framing classifies the wording used around a company in the reviewed answers. Most mentions across the tracked set were neutral, with positive wording more common than negative and negative wording rare.
Neutral or positive wording does not explain why a recommendation was or was not recorded, and it is not a measure of customer sentiment or company quality.
Company results in detail
BizBuySell
Questions This Section Answers
- What do the November 2026 AI answer results show about BizBuySell mentions, recommendations and placement?
BizBuySell ranks 1 by recommendation count. Mentions: 389 (83.66%); recommendations: 67 (14.41%). Top 3 placements: 27 (5.81%); first-place placements: 24 (5.16%).
Wording about the company: 99 positive, 289 neutral, 1 negative mentions. The proportion of mentions that also included a recommendation was 17.2%. The net framing score was 0.25 (defined in Methodology).
322 mentions had no recorded recommendation. Of recorded recommendations, 40.30% were Top 3 and 35.82% were first-place.
From October 2026 to November 2026, BizBuySell's mention count fell from 485 to 389, while its recommendation count fell from 282 to 67. The recommendation rate was 49.30% and 14.41% respectively.
BizBuySell leads the recommendation ranking, yet most of its appearances were mentions without an endorsement, and neutral wording dominated its profile. Its placements were a modest subset of its recommendations.
The prior-month comparison shows both its mention and recommendation counts lower than in the earlier sample. Those are separate selected samples, so the change is recorded without establishing a cause.
Empire Flippers
Questions This Section Answers
- What do the November 2026 AI answer results show about Empire Flippers mentions, recommendations and placement?
Empire Flippers ranks 2 by recommendation count. Mentions: 201 (43.23%); recommendations: 64 (13.76%). Top 3 placements: 22 (4.73%); first-place placements: 13 (2.80%).
Wording about the company: 78 positive, 123 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 31.8%. The net framing score was 0.39 (defined in Methodology).
137 mentions had no recorded recommendation. Of recorded recommendations, 34.38% were Top 3 and 20.31% were first-place.
From October 2026 to November 2026, Empire Flippers' mention count fell from 238 to 201, while its recommendation count fell from 191 to 64. The recommendation rate was 33.39% and 13.76% respectively.
Empire Flippers holds second place by recommendation count with a comparatively high share of its mentions carrying an endorsement. Positive wording outnumbered neutral, and no negative mentions were recorded.
Its first-place placements were fewer than its shortlist placements, as expected for nested subsets. Both counts fell relative to the earlier sample, a comparison across separate answer sets.
Transworld Business Advisors
Questions This Section Answers
- What do the November 2026 AI answer results show about Transworld Business Advisors mentions, recommendations and placement?
Transworld Business Advisors ranks 3 by recommendation count. Mentions: 138 (29.68%); recommendations: 43 (9.25%). Top 3 placements: 25 (5.38%); first-place placements: 16 (3.44%).
Wording about the company: 46 positive, 91 neutral, 1 negative mentions. The proportion of mentions that also included a recommendation was 31.2%. The net framing score was 0.33 (defined in Methodology).
95 mentions had no recorded recommendation. Of recorded recommendations, 58.14% were Top 3 and 37.21% were first-place.
From October 2026 to November 2026, Transworld Business Advisors' mention count fell from 149 to 138, while its recommendation count fell from 131 to 43. The recommendation rate was 22.90% and 9.25% respectively.
Transworld Business Advisors ranks third, and a substantial share of its recommendations were shortlist placements, with many also placed first. Its wording was mostly neutral, with a small number of positive mentions.
Its mention and recommendation counts were both lower than in the prior sample. Because the monthly answer sets differ, that comparison describes the recorded change rather than explaining it.
Sunbelt Business Brokers
Questions This Section Answers
- What do the November 2026 AI answer results show about Sunbelt Business Brokers mentions, recommendations and placement?
Sunbelt Business Brokers ranks 4 by recommendation count. Mentions: 153 (32.90%); recommendations: 38 (8.17%). Top 3 placements: 24 (5.16%); first-place placements: 13 (2.80%).
Wording about the company: 43 positive, 108 neutral, 2 negative mentions. The proportion of mentions that also included a recommendation was 24.8%. The net framing score was 0.27 (defined in Methodology).
115 mentions had no recorded recommendation. Of recorded recommendations, 63.16% were Top 3 and 34.21% were first-place.
From October 2026 to November 2026, Sunbelt Business Brokers' mention count rose from 149 to 153, while its recommendation count fell from 129 to 38. The recommendation rate was 22.55% and 8.17% respectively.
Sunbelt Business Brokers ranks fourth, and most of its recommendations were shortlist placements. Neutral wording dominated its mentions, and a small number of negative mentions were recorded.
Its mention count was slightly higher than in the prior sample while its recommendation count was lower. These are separate samples, so the two movements are reported without attributing either to a cause.
Quiet Light
Questions This Section Answers
- What do the November 2026 AI answer results show about Quiet Light mentions, recommendations and placement?
Quiet Light ranks 5 by recommendation count. Mentions: 110 (23.66%); recommendations: 31 (6.67%). Top 3 placements: 11 (2.37%); first-place placements: 1 (0.22%).
Wording about the company: 39 positive, 71 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 28.2%. The net framing score was 0.35 (defined in Methodology).
79 mentions had no recorded recommendation. Of recorded recommendations, 35.48% were Top 3 and 3.23% were first-place.
From October 2026 to November 2026, Quiet Light's mention count fell from 112 to 110, while its recommendation count fell from 93 to 31. The recommendation rate was 16.26% and 6.67% respectively.
Quiet Light ranks fifth by recommendation count, with a moderate share of its mentions carrying an endorsement. Its placements were mostly shortlist positions, and first-place placements were rare.
Its wording was largely neutral or positive, with no negative mentions recorded. Both its mention and recommendation counts were lower than in the earlier sample, a comparison across differing answer sets.
Website Closers
Questions This Section Answers
- What do the November 2026 AI answer results show about Website Closers mentions, recommendations and placement?
Website Closers ranks 6 by recommendation count. Mentions: 57 (12.26%); recommendations: 25 (5.38%). Top 3 placements: 8 (1.72%); first-place placements: 2 (0.43%).
Wording about the company: 26 positive, 31 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 43.9%. The net framing score was 0.46 (defined in Methodology).
32 mentions had no recorded recommendation. Of recorded recommendations, 32.00% were Top 3 and 8.00% were first-place.
From October 2026 to November 2026, Website Closers' mention count fell from 75 to 57, while its recommendation count fell from 58 to 25. The recommendation rate was 10.14% and 5.38% respectively.
Website Closers ranks sixth, and a relatively large share of its mentions carried a recommendation, though its overall mention total was smaller than most peers. Its placements were mostly shortlist positions.
Its wording was positive or neutral with no negative mentions. Both counts were lower than in the prior sample, and the ratio rests on a modest base that warrants caution.
First Choice Business Brokers
Questions This Section Answers
- What do the November 2026 AI answer results show about First Choice Business Brokers mentions, recommendations and placement?
First Choice Business Brokers ranks 7 by recommendation count. Mentions: 82 (17.63%); recommendations: 23 (4.95%). Top 3 placements: 8 (1.72%); first-place placements: 0 (0.00%).
Wording about the company: 25 positive, 57 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 28.0%. The net framing score was 0.30 (defined in Methodology).
59 mentions had no recorded recommendation. Of recorded recommendations, 34.78% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, First Choice Business Brokers' mention count rose from 59 to 82, while its recommendation count fell from 54 to 23. The recommendation rate was 9.44% and 4.95% respectively.
First Choice Business Brokers ranks seventh. Its mentions were mostly neutral, and no first-place placements were recorded, so its placements were entirely shortlist positions within its recommendations.
Its mention count was higher than in the prior sample while its recommendation count was lower. Those movements come from separate answer sets and are reported without a causal reading.
Murphy Business & Financial
Questions This Section Answers
- What do the November 2026 AI answer results show about Murphy Business & Financial mentions, recommendations and placement?
Murphy Business & Financial ranks 8 by recommendation count. Mentions: 65 (13.98%); recommendations: 22 (4.73%). Top 3 placements: 10 (2.15%); first-place placements: 0 (0.00%).
Wording about the company: 22 positive, 43 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 33.8%. The net framing score was 0.34 (defined in Methodology).
43 mentions had no recorded recommendation. Of recorded recommendations, 45.45% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, Murphy Business & Financial's mention count rose from 54 to 65, while its recommendation count fell from 40 to 22. The recommendation rate was 6.99% and 4.73% respectively.
Murphy Business & Financial ranks eighth, with a moderate share of its mentions carrying an endorsement. Its placements were shortlist positions only, as no first-place placements were recorded.
Its wording was neutral or positive with no negative mentions. Its mention count was higher than in the prior sample while its recommendation count was lower, a comparison across differing samples.
VR Business Brokers
Questions This Section Answers
- What do the November 2026 AI answer results show about VR Business Brokers mentions, recommendations and placement?
VR Business Brokers ranks 9 by recommendation count. Mentions: 29 (6.24%); recommendations: 11 (2.37%). Top 3 placements: 5 (1.08%); first-place placements: 1 (0.22%).
Wording about the company: 11 positive, 18 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 37.9%. The net framing score was 0.38 (defined in Methodology).
18 mentions had no recorded recommendation. Of recorded recommendations, 45.45% were Top 3 and 9.09% were first-place.
From October 2026 to November 2026, VR Business Brokers' mention count rose from 20 to 29, while its recommendation count fell from 19 to 11. The recommendation rate was 3.32% and 2.37% respectively.
VR Business Brokers ranks ninth, and a relatively high share of its mentions carried a recommendation, though the underlying totals are small and the ratio should be read with that in mind. Its placements were mostly shortlist positions.
Its wording was neutral or positive with no negative mentions. Its mention count was higher than in the prior sample while its recommendation count was lower.
Synergy Business Brokers
Questions This Section Answers
- What do the November 2026 AI answer results show about Synergy Business Brokers mentions, recommendations and placement?
Synergy Business Brokers ranks 10 by recommendation count. Mentions: 44 (9.46%); recommendations: 9 (1.94%). Top 3 placements: 5 (1.08%); first-place placements: 2 (0.43%).
Wording about the company: 11 positive, 33 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 20.5%. The net framing score was 0.25 (defined in Methodology).
35 mentions had no recorded recommendation. Of recorded recommendations, 55.56% were Top 3 and 22.22% were first-place.
From October 2026 to November 2026, Synergy Business Brokers' mention count rose from 43 to 44, while its recommendation count fell from 26 to 9. The recommendation rate was 4.55% and 1.94% respectively.
Synergy Business Brokers ranks tenth by recommendation count, and a smaller share of its mentions carried an endorsement than most peers. Most of its recommendations were shortlist placements, with a few placed first.
Its wording was predominantly neutral, with no negative mentions. Its mention count was essentially level with the prior sample while its recommendation count was lower, a comparison across separate answer sets.
Earlier ranking snapshot context
Questions This Section Answers
- How do the available Business Brokers 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 |
|---|---|---|---|---|---|
BizBuySell | 190 / 589 (32.26%) | 226 / 570 (39.65%) | 180 / 585 (30.77%) | 282 / 572 (49.30%) | 67 / 465 (14.41%) |
Empire Flippers | 173 / 589 (29.37%) | 195 / 570 (34.21%) | 172 / 585 (29.40%) | 191 / 572 (33.39%) | 64 / 465 (13.76%) |
Transworld Business Advisors | 106 / 589 (18.00%) | 88 / 570 (15.44%) | 74 / 585 (12.65%) | 131 / 572 (22.90%) | 43 / 465 (9.25%) |
Sunbelt Business Brokers | 102 / 589 (17.32%) | 79 / 570 (13.86%) | 62 / 585 (10.60%) | 129 / 572 (22.55%) | 38 / 465 (8.17%) |
Quiet Light | 68 / 589 (11.54%) | 91 / 570 (15.96%) | 75 / 585 (12.82%) | 93 / 572 (16.26%) | 31 / 465 (6.67%) |
Website Closers | 89 / 589 (15.11%) | 81 / 570 (14.21%) | 65 / 585 (11.11%) | 58 / 572 (10.14%) | 25 / 465 (5.38%) |
First Choice Business Brokers | 52 / 589 (8.83%) | 48 / 570 (8.42%) | 34 / 585 (5.81%) | 54 / 572 (9.44%) | 23 / 465 (4.95%) |
Murphy Business & Financial | 38 / 589 (6.45%) | 33 / 570 (5.79%) | 22 / 585 (3.76%) | 40 / 572 (6.99%) | 22 / 465 (4.73%) |
VR Business Brokers | 22 / 589 (3.74%) | 14 / 570 (2.46%) | 6 / 585 (1.03%) | 19 / 572 (3.32%) | 11 / 465 (2.37%) |
Synergy Business Brokers | 60 / 589 (10.19%) | 33 / 570 (5.79%) | 19 / 585 (3.25%) | 26 / 572 (4.55%) | 9 / 465 (1.94%) |
Company | Jul 2026 rank | Aug 2026 rank | Sep 2026 rank | Oct 2026 rank | Nov 2026 rank |
|---|---|---|---|---|---|
BizBuySell | 1 | 1 | 1 | 1 | 1 |
Empire Flippers | 2 | 2 | 2 | 2 | 2 |
Transworld Business Advisors | 3 | 4 | 4 | 3 | 3 |
Sunbelt Business Brokers | 4 | 6 | 6 | 4 | 4 |
Quiet Light | 6 | 3 | 3 | 5 | 5 |
Website Closers | 5 | 5 | 5 | 6 | 6 |
First Choice Business Brokers | 8 | 7 | 7 | 7 | 7 |
Murphy Business & Financial | 9 | 8 | 8 | 8 | 8 |
VR Business Brokers | 10 | 10 | 10 | 10 | 9 |
Synergy Business Brokers | 7 | 8 | 9 | 9 | 10 |
Only months with verified results are shown. Monthly sample coverage is listed in Methodology.
Each month is a separate sample of AI answers, and the number of included answers differs between months. Counts, rates and ranks therefore describe their own month rather than a continuous panel.
Rank positions can shift while underlying counts move in the same direction, so the snapshot should be read alongside the printed counts and rates. The comparisons do not establish why results changed.
AI recommendation trend
Observed recommendation rate (%), Jul 2026 to Nov 2026
- BizBuySell14.4%
- Empire Flippers13.8%
- Transworld Business Advisors9.3%
- Sunbelt Business Brokers8.2%
- Quiet Light6.7%
- Website Closers5.4%
- First Choice Business Brokers5.0%
- Murphy Business & Financial4.7%
- VR Business Brokers2.4%
- Synergy Business Brokers1.9%
What the November Rankings Show
These sections answer different questions. Reach asks whether a company appeared at all; recommendation asks whether an answer affirmatively endorsed it; placement asks where an endorsement sat within an answer's ordering; framing describes the wording around it. A company can be prominent on one measure and modest on another.
Because recommendations nest placements and one answer can cover several companies, the measures should not be combined into a single score. The recorded results describe the reviewed AI answers, not customers, sales or verified company facts.
Methodology
Questions This Section Answers
- How were the November 2026 Business Brokers 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 | 465 |
Answers marked relevant during screening | 507 |
Answers marked reserved (screening label) | 42 |
Answers marked irrelevant during screening | 133 |
Captured answer observations | 800 |
Distinct questions | 514 |
Answer observations marked as mentioning a brand | 760 |
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 | 589 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Aug 2026 | 570 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Sep 2026 | 585 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Oct 2026 | 572 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Nov 2026 | 465 | 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.
Coverage is partial: findings apply to the included answer set, and the exact collection dates for the original answers were not verified. Each company is counted at most once per qualifying answer, and a recommendation requires both affirmative endorsement and positive wording.
Mention, recommendation and placement rates use the full benchmark answer total, while the recommendation-to-mention ratio uses mentions as its base. Net framing is a wording measure, not customer satisfaction. Monthly samples differ, so comparisons show recorded change without establishing cause.
Archived editions
Browse earlier published research snapshots for this article. The latest edition remains at the current URL.
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