Birth Injury Lawyers AI Visibility Ranking Trends - November 2026
Tracking how AI platforms recommend birth injury lawyers 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
- 09Levin & Perconti
- 10Sokolove Law
- 11ABC Law Centers (Reiter & Walsh)
- 12Birth Injury Lawyers Group
Answer capsule
The November 2026 Birth Injury Lawyers benchmark compares 9 companies across 47 AI answers that met its inclusion rules. Levin & Perconti leads with 16 recommendations (34.04% of answers). At least one tracked company was recommended in 21 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 Birth Injury Lawyers
Industry leaderboard
Questions This Section Answers
- How do Birth Injury Lawyers rank by recorded AI recommendations in November 2026?
Rank | Company | Recommendations | Recommendation rate | Mention rate | Top 3 rate | #1 rate | Net sentiment |
|---|---|---|---|---|---|---|---|
1 | Levin & Perconti | 16 | 34.04% | 46.81% | 29.79% | 12.77% | 0.73 |
2 | Sokolove Law | 5 | 10.64% | 51.06% | 6.38% | 0.00% | 0.29 |
3 | ABC Law Centers (Reiter & Walsh) | 0 | 0.00% | 2.13% | 0.00% | 0.00% | 0.00 |
3 | Birth Injury Lawyers Group | 0 | 0.00% | 2.13% | 0.00% | 0.00% | 0.00 |
3 | Brown Trial Firm | 0 | 0.00% | 2.13% | 0.00% | 0.00% | 0.00 |
3 | Cerebral Palsy Family Lawyers | 0 | 0.00% | 2.13% | 0.00% | 0.00% | 0.00 |
3 | Hampton & King | 0 | 0.00% | 0.00% | 0.00% | 0.00% | Unavailable |
3 | Pegalis Law Group | 0 | 0.00% | 0.00% | 0.00% | 0.00% | Unavailable |
3 | Stern Law | 0 | 0.00% | 0.00% | 0.00% | 0.00% | Unavailable |
The leaderboard orders companies by how many recorded answers affirmatively recommended them. That count is not the same as reach: a company can appear in many answers without being endorsed, so mention totals and recommendation totals answer different questions. Ties reflect equal recommendation counts, not equal visibility or equal placement.
Placement measures where a recommended company appeared in the answer's ordering. First-place placements sit inside shortlist placements, which sit inside recommendations, so these figures should be read as nested subsets rather than separate wins. Framing describes the wording used, not the reason a recommendation was or was not recorded.
Key findings
Tracked-company answer coverage
Questions This Section Answers
- How often did the November 2026 Birth Injury Lawyers answer sample recommend any tracked company?
Answer-level result | Qualified answers | Share of qualified answers |
|---|---|---|
At least one tracked company mentioned | 47 | 100.00% |
At least one tracked company recommended | 21 | 44.68% |
No tracked company recommended | 26 | 55.32% |
Multiple tracked companies recommended | 0 | 0.00% |
21 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 21, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.
Every included answer mentioned at least one tracked company, but fewer than half recommended one. That gap is the central distinction in this section: appearing in an answer is a weaker event than receiving an affirmative endorsement, and the two should not be read as interchangeable measures of presence.
No answer recommended more than one tracked company, so company recommendation totals sum to the number of answers with a recommendation. Answers without a tracked recommendation may still have named firms outside this comparison, so the coverage figures describe this tracked set only.
Reach and affirmative recommendation
Levin & Perconti ranks 1 by recommendation count. Mentions: 22 (46.81%); recommendations: 16 (34.04%). Top 3 placements: 14 (29.79%); first-place placements: 6 (12.77%).
Wording about the company: 16 positive, 6 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 72.7%. The net framing score was 0.73 (defined in Methodology).
6 mentions had no recorded recommendation. Of recorded recommendations, 87.50% were Top 3 and 37.50% were first-place.
Levin & Perconti leads on recommendation count, but its mention total is slightly below Sokolove Law's. The two companies therefore illustrate different profiles: one is endorsed in a larger share of the answers where it appears, while the other appears more widely with fewer endorsements attached.
A high recommendation-to-mention ratio rests on the recorded answers and does not describe clients, sales or conversion. The remaining mentions without a recommendation are part of the measured result, not a missing observation.
Recommendation order and placement
Company | Mentions | Recommendation-to-mention ratio | Top 3 / #1 counts | Positive / neutral / negative mentions |
|---|---|---|---|---|
Levin & Perconti | 22 | 72.7% | 14 / 6 | 16 / 6 / 0 |
Sokolove Law | 24 | 20.8% | 3 / 0 | 7 / 17 / 0 |
ABC Law Centers (Reiter & Walsh) | 1 | 0.0% | 0 / 0 | 0 / 1 / 0 |
Birth Injury Lawyers Group | 1 | 0.0% | 0 / 0 | 0 / 1 / 0 |
Brown Trial Firm | 1 | 0.0% | 0 / 0 | 0 / 1 / 0 |
Cerebral Palsy Family Lawyers | 1 | 0.0% | 0 / 0 | 0 / 1 / 0 |
Hampton & King | 0 | Unavailable | 0 / 0 | 0 / 0 / 0 |
Pegalis Law Group | 0 | Unavailable | 0 / 0 | 0 / 0 / 0 |
Stern Law | 0 | Unavailable | 0 / 0 | 0 / 0 / 0 |
Placement describes where a recommended company fell in an answer's ordering. Because shortlist and first-place placements are counted within recommendations, they refine the recommendation picture rather than adding to it. A company with recommendations but no first-place placements still received affirmative endorsements.
Ordering can vary between answers, and the printed counts are the appropriate reference for exact placement shares. Placement is a property of the recorded answer text, not evidence of market position or consumer preference.
Classified framing in context
Company | Positive | Neutral | Negative |
|---|---|---|---|
Levin & Perconti | 16 | 6 | 0 |
Sokolove Law | 7 | 17 | 0 |
ABC Law Centers (Reiter & Walsh) | 0 | 1 | 0 |
Birth Injury Lawyers Group | 0 | 1 | 0 |
Brown Trial Firm | 0 | 1 | 0 |
Cerebral Palsy Family Lawyers | 0 | 1 | 0 |
Hampton & King | 0 | 0 | 0 |
Pegalis Law Group | 0 | 0 | 0 |
Stern Law | 0 | 0 | 0 |
Framing classifies the wording attached to each mention as positive, neutral or negative. Most mentions in this sample carried neutral or positive wording, and negative wording was absent. That pattern describes how the tracked companies were discussed in the selected answers, not how customers or the public regard them.
Neutral wording can accompany a mention without an endorsement, so framing and recommendation should be read separately. The classification does not explain why particular wording appeared, and it is not a measure of company quality.
Company results in detail
Levin & Perconti
Questions This Section Answers
- What do the November 2026 AI answer results show about Levin & Perconti mentions, recommendations and placement?
Levin & Perconti ranks 1 by recommendation count. Mentions: 22 (46.81%); recommendations: 16 (34.04%). Top 3 placements: 14 (29.79%); first-place placements: 6 (12.77%).
Wording about the company: 16 positive, 6 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 72.7%. The net framing score was 0.73 (defined in Methodology).
6 mentions had no recorded recommendation. Of recorded recommendations, 87.50% were Top 3 and 37.50% were first-place.
From October 2026 to November 2026, Levin & Perconti's mention count fell from 25 to 22, while its recommendation count fell from 21 to 16. The recommendation rate was 22.83% and 34.04% respectively.
Levin & Perconti holds the top recommendation count, with mentions somewhat fewer than Sokolove Law's but endorsements considerably more numerous. Most of its mentions also carried a recommendation, and its recorded recommendations were frequently placed near the top of the answer ordering.
Its wording was predominantly positive with no negative mentions recorded. The month-to-month comparison shows both mention and recommendation counts lower than the prior snapshot; the samples differ between months, so the change is reported without an explanation.
Sokolove Law
Questions This Section Answers
- What do the November 2026 AI answer results show about Sokolove Law mentions, recommendations and placement?
Sokolove Law ranks 2 by recommendation count. Mentions: 24 (51.06%); recommendations: 5 (10.64%). Top 3 placements: 3 (6.38%); first-place placements: 0 (0.00%).
Wording about the company: 7 positive, 17 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 20.8%. The net framing score was 0.29 (defined in Methodology).
19 mentions had no recorded recommendation. Of recorded recommendations, 60.00% were Top 3 and 0.00% were first-place.
From October 2026 to November 2026, Sokolove Law's mention count fell from 31 to 24, while its recommendation count fell from 17 to 5. The recommendation rate was 18.48% and 10.64% respectively.
Sokolove Law recorded the most mentions of any tracked company but far fewer recommendations, giving it a low recommendation-to-mention ratio. Its wording was mostly neutral, with a smaller positive share and no negative mentions, so many appearances carried neither endorsement nor criticism.
Its recorded recommendations were mostly shortlist placements, with no first-place placements. Both mention and recommendation counts were lower than in the prior snapshot; because the monthly samples differ, that comparison does not establish a cause.
ABC Law Centers (Reiter & Walsh)
Questions This Section Answers
- What do the November 2026 AI answer results show about ABC Law Centers (Reiter & Walsh) mentions, recommendations and placement?
ABC Law Centers (Reiter & Walsh) ranks 3 by recommendation count. Mentions: 1 (2.13%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 0 positive, 1 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).
1 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, ABC Law Centers (Reiter & Walsh)'s mention count fell from 15 to 1, while its recommendation count fell from 14 to 0. The recommendation rate was 15.22% and 0.00% respectively.
ABC Law Centers (Reiter & Walsh) recorded a single mention and no recommendations, so its placement counts are zero and its recommendation-to-mention ratio is undefined rather than a measured value. The one mention carried neutral wording.
The prior snapshot showed a much larger mention and recommendation count. The two months are separate selected samples, and the difference is reported as a recorded comparison without attributing it to sample size or any other cause.
Birth Injury Lawyers Group
Questions This Section Answers
- What do the November 2026 AI answer results show about Birth Injury Lawyers Group mentions, recommendations and placement?
Birth Injury Lawyers Group ranks 3 by recommendation count. Mentions: 1 (2.13%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 0 positive, 1 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).
1 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, Birth Injury Lawyers Group's mention count fell from 3 to 1, while its recommendation count fell from 2 to 0. The recommendation rate was 2.17% and 0.00% respectively.
Birth Injury Lawyers Group recorded one mention and no recommendations, leaving its placement counts at zero and its recommendation-to-mention ratio undefined. The single mention was classified as neutral.
Its earlier snapshot showed a small number of mentions and recommendations. The current figures are a valid measured result, and the change between the separate monthly samples is not evidence of a cause or of lost standing.
Brown Trial Firm
Questions This Section Answers
- What do the November 2026 AI answer results show about Brown Trial Firm mentions, recommendations and placement?
Brown Trial Firm ranks 3 by recommendation count. Mentions: 1 (2.13%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 0 positive, 1 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).
1 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, Brown Trial Firm's mention count fell from 9 to 1, while its recommendation count fell from 6 to 0. The recommendation rate was 6.52% and 0.00% respectively.
Brown Trial Firm recorded one mention and no recommendations, so placement counts are zero and the recommendation-to-mention ratio is undefined. The lone mention carried neutral wording.
In the prior snapshot the company had several mentions and recommendations. That earlier result came from a different selected sample, and the contrast is presented as a recorded change rather than an explanation of why endorsements were absent this month.
Cerebral Palsy Family Lawyers
Questions This Section Answers
- What do the November 2026 AI answer results show about Cerebral Palsy Family Lawyers mentions, recommendations and placement?
Cerebral Palsy Family Lawyers ranks 3 by recommendation count. Mentions: 1 (2.13%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 0 positive, 1 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.00 (defined in Methodology).
1 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, Cerebral Palsy Family Lawyers' mention count stayed at 1, while its recommendation count fell from 1 to 0. The recommendation rate was 1.09% and 0.00% respectively.
Cerebral Palsy Family Lawyers recorded one mention and no recommendations, with zero placements and an undefined recommendation-to-mention ratio. The mention was classified as neutral.
The mention count matched the prior snapshot while the recommendation count fell to zero. Because the monthly samples are separate, the comparison shows what was recorded without establishing why the endorsement did not recur.
Hampton & King
Questions This Section Answers
- What do the November 2026 AI answer results show about Hampton & King mentions, recommendations and placement?
Hampton & King ranks 3 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 0 positive, 0 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was Unavailable. The net framing score was Unavailable (defined in Methodology).
0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, Hampton & King's mention count fell from 7 to 0, while its recommendation count fell from 5 to 0. The recommendation rate was 5.43% and 0.00% respectively.
Hampton & King recorded no mentions and no recommendations, so its placement counts are zero and ratios requiring a nonzero base are undefined. With no mentions, there is no framing classification to report.
The prior snapshot showed several mentions and recommendations. The current zero is a measured result from a different selected sample, and the change is not evidence of a cause, an intervention or a first-time outcome.
Pegalis Law Group
Questions This Section Answers
- What do the November 2026 AI answer results show about Pegalis Law Group mentions, recommendations and placement?
Pegalis Law Group ranks 3 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 0 positive, 0 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was Unavailable. The net framing score was Unavailable (defined in Methodology).
0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, Pegalis Law Group's mention count fell from 6 to 0, while its recommendation count fell from 6 to 0. The recommendation rate was 6.52% and 0.00% respectively.
Pegalis Law Group recorded no mentions and no recommendations, leaving placement counts at zero and ratios undefined. No framing classification applies because no mention was recorded.
Its prior snapshot showed mentions and recommendations. The two months are separate selected samples, so the drop to zero is reported as a recorded comparison and does not demonstrate why the company was absent from these answers.
Stern Law
Questions This Section Answers
- What do the November 2026 AI answer results show about Stern Law mentions, recommendations and placement?
Stern Law ranks 3 by recommendation count. Mentions: 0 (0.00%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 0 positive, 0 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was Unavailable. The net framing score was Unavailable (defined in Methodology).
0 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, Stern Law's mention count fell from 1 to 0, while its recommendation count fell from 1 to 0. The recommendation rate was 1.09% and 0.00% respectively.
Stern Law recorded no mentions and no recommendations, so placement counts are zero and ratios requiring a nonzero base are undefined. There is no framing classification to report for this month.
The prior snapshot showed a single mention and recommendation. The current zero is a valid measured result from a different selected sample, and the comparison does not establish a cause or a change in standing.
Earlier ranking snapshot context
Questions This Section Answers
- How do the available Birth Injury Lawyers 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 |
|---|---|---|---|---|---|
Levin & Perconti | 26 / 114 (22.81%) | 25 / 124 (20.16%) | 21 / 122 (17.21%) | 21 / 92 (22.83%) | 16 / 47 (34.04%) |
Sokolove Law | 9 / 114 (7.89%) | 10 / 124 (8.06%) | 9 / 122 (7.38%) | 17 / 92 (18.48%) | 5 / 47 (10.64%) |
ABC Law Centers (Reiter & Walsh) | 27 / 114 (23.68%) | 22 / 124 (17.74%) | 17 / 122 (13.93%) | 14 / 92 (15.22%) | 0 / 47 (0.00%) |
Birth Injury Lawyers Group | 5 / 114 (4.39%) | 3 / 124 (2.42%) | 2 / 122 (1.64%) | 2 / 92 (2.17%) | 0 / 47 (0.00%) |
Brown Trial Firm | 8 / 114 (7.02%) | 6 / 124 (4.84%) | 6 / 122 (4.92%) | 6 / 92 (6.52%) | 0 / 47 (0.00%) |
Cerebral Palsy Family Lawyers | 0 / 114 (0.00%) | 0 / 124 (0.00%) | 0 / 122 (0.00%) | 1 / 92 (1.09%) | 0 / 47 (0.00%) |
Hampton & King | 8 / 114 (7.02%) | 7 / 124 (5.65%) | 4 / 122 (3.28%) | 5 / 92 (5.43%) | 0 / 47 (0.00%) |
Pegalis Law Group | 1 / 114 (0.88%) | 4 / 124 (3.23%) | 3 / 122 (2.46%) | 6 / 92 (6.52%) | 0 / 47 (0.00%) |
Stern Law | 5 / 114 (4.39%) | 5 / 124 (4.03%) | 3 / 122 (2.46%) | 1 / 92 (1.09%) | 0 / 47 (0.00%) |
Company | Jul 2026 rank | Aug 2026 rank | Sep 2026 rank | Oct 2026 rank | Nov 2026 rank |
|---|---|---|---|---|---|
Levin & Perconti | 2 | 1 | 1 | 1 | 1 |
Sokolove Law | 3 | 3 | 3 | 2 | 2 |
ABC Law Centers (Reiter & Walsh) | 1 | 2 | 2 | 3 | 3 |
Birth Injury Lawyers Group | 6 | 8 | 8 | 7 | 3 |
Brown Trial Firm | 4 | 5 | 4 | 4 | 3 |
Cerebral Palsy Family Lawyers | 9 | 9 | 9 | 8 | 3 |
Hampton & King | 4 | 4 | 5 | 6 | 3 |
Pegalis Law Group | 8 | 7 | 6 | 4 | 3 |
Stern Law | 6 | 6 | 6 | 8 | 3 |
Only months with verified results are shown. Monthly sample coverage is listed in Methodology.
The monthly snapshots come from separate selected samples with differing answer totals and AI services covered, so counts and rates are not directly comparable across months. A lower count in one month can reflect which answers were included rather than a change in how a company was discussed.
Rates use each month's own answer total as the denominator, which is why a count and a rate can move in different directions. The history shows recorded results over time; it does not establish rank stability, causation or equivalent sampling.
AI recommendation trend
Observed recommendation rate (%), Jul 2026 to Nov 2026
- Levin & Perconti34.0%
- Sokolove Law10.6%
- ABC Law Centers (Reiter & Walsh)0.0%
- Birth Injury Lawyers Group0.0%
- Brown Trial Firm0.0%
- Cerebral Palsy Family Lawyers0.0%
- Hampton & King0.0%
- Pegalis Law Group0.0%
- Stern Law0.0%
What the November Rankings Show
The November results answer several distinct questions. Reach asks whether a company appeared at all; recommendation asks whether the answer affirmatively endorsed it; placement asks where an endorsed company fell in the ordering; and framing asks how the wording was classified. A company can be strong on one measure and weak on another, as the contrast between the two leading profiles shows.
Because placements are nested within recommendations and framing is independent of endorsement, the measures should not be combined into a single score. The figures describe the reviewed AI answers, not customers, sales or company quality, and the separate monthly samples limit what can be concluded about change over time.
Methodology
Questions This Section Answers
- How were the November 2026 Birth Injury Lawyers AI visibility measures counted, and what do they not establish?
This benchmark has partial coverage: 2 of 3 planned question categories contributed usable observations; 1 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; 9 tracked companies. AI services represented: Copilot, Gemini, Google AI Mode, Google AI Overviews.
Research screening totals (answer observations can include repeated questions):
Screening measure | Count |
|---|---|
Answers included in the benchmark | 47 |
Answers marked relevant during screening | 71 |
Answers marked reserved (screening label) | 24 |
Answers marked irrelevant during screening | 198 |
Captured answer observations | 284 |
Distinct questions | 237 |
Answer observations marked as mentioning a brand | 270 |
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 | 114 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Aug 2026 | 124 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Sep 2026 | 122 | 5 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews |
Oct 2026 | 92 | 5 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews |
Nov 2026 | 47 | 4 | Copilot, Gemini, Google AI Mode, Google AI Overviews |
The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.
Coverage is partial: only some planned question categories contributed usable answers, and findings apply to the available answer set. The reporting month labels the period, but exact collection dates were not verified, and the AI services covered differ between months.
Each company is counted at most once per answer, and a recommendation requires both affirmative endorsement and positive wording. Rates use the full benchmark answer total, with placements nested inside recommendations. The recommendation-to-mention ratio and net framing describe answer wording, not customer conversion, satisfaction or company quality, and the results are not independently verified facts about the companies.
Archived editions
Browse earlier published research snapshots for this article. The latest edition remains at the current URL.
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