Dental insurance AI Visibility Ranking Trends - November 2026
Tracking how AI platforms recommend dental insurance ai visibility ranking trends. Updated monthly since April 2026.

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Answer capsule
The November 2026 Dental insurance benchmark compares 5 companies across 650 AI answers that met its inclusion rules. Delta Dental leads with 471 recommendations (72.46% of answers). At least one tracked company was recommended in 512 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 Dental insurance
Industry leaderboard
Questions This Section Answers
- How do Dental insurance rank by recorded AI recommendations in November 2026?
Rank | Company | Recommendations | Recommendation rate | Mention rate | Top 3 rate | #1 rate | Net sentiment |
|---|---|---|---|---|---|---|---|
1 | Delta Dental | 471 | 72.46% | 99.08% | 58.00% | 25.69% | 0.78 |
2 | Spirit Dental | 452 | 69.54% | 84.31% | 55.69% | 16.77% | 0.86 |
3 | Denali Dental | 276 | 42.46% | 50.00% | 34.62% | 18.92% | 0.89 |
4 | Guardian Direct | 74 | 11.38% | 17.08% | 6.46% | 0.77% | 0.72 |
5 | DentaQuest | 22 | 3.38% | 14.46% | 1.69% | 0.46% | 0.28 |
The leaderboard orders companies by recommendation count, so it reflects how often each firm received an affirmative endorsement in the reviewed AI answers. That ordering is not a measure of market share, customer preference or product quality. A company can appear in many answers without being recommended, and recommendation counts can diverge from mention counts.
Ties require equal recommendation counts; near-equal counts are not ties. Placements sit inside recommendations rather than beside them, so first-place and shortlist figures should be read as subsets of the recommendation total, not as additional wins.
Key findings
Tracked-company answer coverage
Questions This Section Answers
- How often did the November 2026 Dental insurance answer sample recommend any tracked company?
Answer-level result | Qualified answers | Share of qualified answers |
|---|---|---|
At least one tracked company mentioned | 650 | 100.00% |
At least one tracked company recommended | 512 | 78.77% |
No tracked company recommended | 138 | 21.23% |
Multiple tracked companies recommended | 473 | 72.77% |
512 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 1295, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.
Coverage describes how often tracked companies appear across the reviewed answers. Most answers named at least one tracked company, and a large majority recommended at least one, while a smaller group recommended several. Because a single answer can endorse more than one firm, company-level totals exceed the number of distinct answers.
These overlapping counts show presence within this answer set, not overall market dominance. Answers recommending no tracked company may still have named firms outside this comparison, so the coverage figures describe only the tracked set.
Reach and affirmative recommendation
Delta Dental ranks 1 by recommendation count. Mentions: 644 (99.08%); recommendations: 471 (72.46%). Top 3 placements: 377 (58.00%); first-place placements: 167 (25.69%).
Wording about the company: 504 positive, 139 neutral, 1 negative mentions. The proportion of mentions that also included a recommendation was 73.1%. The net framing score was 0.78 (defined in Methodology).
173 mentions had no recorded recommendation. Of recorded recommendations, 80.04% were Top 3 and 35.46% were first-place.
Reach separates appearing in an answer from being affirmatively endorsed. Delta Dental was named in nearly every reviewed answer and recommended in most of them, yet a meaningful share of its mentions carried no recorded recommendation. That gap is the difference between presence and endorsement, and it matters for reading the ranking.
Mention counts and recommendation counts answer different questions. A high mention total shows visibility in the answers; a recommendation requires an affirmative endorsement with positive wording. Neither establishes why an answer named or endorsed a company.
Recommendation order and placement
Company | Mentions | Recommendation-to-mention ratio | Top 3 / #1 counts | Positive / neutral / negative mentions |
|---|---|---|---|---|
Delta Dental | 644 | 73.1% | 377 / 167 | 504 / 139 / 1 |
Spirit Dental | 548 | 82.5% | 362 / 109 | 473 / 75 / 0 |
Denali Dental | 325 | 84.9% | 225 / 123 | 289 / 36 / 0 |
Guardian Direct | 111 | 66.7% | 42 / 5 | 80 / 31 / 0 |
DentaQuest | 94 | 23.4% | 11 / 3 | 29 / 62 / 3 |
Placement describes where a recommended company sat within an answer's ordering. Shortlist and first-place counts are nested inside recommendations, so they refine the recommendation picture rather than adding to it. A company recommended often may still appear near the top less frequently than a rival with fewer total recommendations.
Ratios such as recommendation-to-mention describe the recorded answers only. They are not conversion, sales or customer preference, and a strong ratio on a small base should be read cautiously. Placement reflects answer wording and ordering, not verified product merit.
Classified framing in context
Company | Positive | Neutral | Negative |
|---|---|---|---|
Delta Dental | 504 | 139 | 1 |
Spirit Dental | 473 | 75 | 0 |
Denali Dental | 289 | 36 | 0 |
Guardian Direct | 80 | 31 | 0 |
DentaQuest | 29 | 62 | 3 |
Framing classifies the wording used about each company in the reviewed answers. Positive, neutral and negative labels describe how the company was discussed, not how customers feel or how good the company is. Most mentions across the tracked set were positive or neutral, with negative wording rare.
A favorable framing score does not explain why recommendations occurred or did not occur. Wording and endorsement are recorded separately, and neither establishes reputation, satisfaction or company quality. Framing is a description of the selected answers, not an external assessment.
Company results in detail
Delta Dental
Questions This Section Answers
- What do the November 2026 AI answer results show about Delta Dental mentions, recommendations and placement?
Delta Dental ranks 1 by recommendation count. Mentions: 644 (99.08%); recommendations: 471 (72.46%). Top 3 placements: 377 (58.00%); first-place placements: 167 (25.69%).
Wording about the company: 504 positive, 139 neutral, 1 negative mentions. The proportion of mentions that also included a recommendation was 73.1%. The net framing score was 0.78 (defined in Methodology).
173 mentions had no recorded recommendation. Of recorded recommendations, 80.04% were Top 3 and 35.46% were first-place.
From October 2026 to November 2026, Delta Dental's mention count fell from 705 to 644, while its recommendation count fell from 605 to 471. The recommendation rate was 83.45% and 72.46% respectively.
Delta Dental leads the recommendation ranking and was named in almost every reviewed answer, giving it the broadest reach in the tracked set. Its recommendations were frequently placed near the top, and its wording was overwhelmingly positive with very little negative framing.
A notable share of its mentions carried no recorded recommendation, so visibility exceeded endorsement. The month-to-month comparison shows both mention and recommendation counts lower than the prior month, with a lower recommendation rate; the separate samples do not establish why.
Spirit Dental
Questions This Section Answers
- What do the November 2026 AI answer results show about Spirit Dental mentions, recommendations and placement?
Spirit Dental ranks 2 by recommendation count. Mentions: 548 (84.31%); recommendations: 452 (69.54%). Top 3 placements: 362 (55.69%); first-place placements: 109 (16.77%).
Wording about the company: 473 positive, 75 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 82.5%. The net framing score was 0.86 (defined in Methodology).
96 mentions had no recorded recommendation. Of recorded recommendations, 80.09% were Top 3 and 24.12% were first-place.
From October 2026 to November 2026, Spirit Dental's mention count fell from 633 to 548, while its recommendation count fell from 575 to 452. The recommendation rate was 79.31% and 69.54% respectively.
Spirit Dental ranks second by recommendation count while appearing in a large majority of reviewed answers. Its recommendation-to-mention ratio was high, meaning mentions frequently came with an affirmative endorsement, and its framing was almost entirely positive with no negative wording recorded.
Its first-place share was smaller than its shortlist share, so it was often recommended without topping the ordering. Both mention and recommendation counts were lower than the prior month, alongside a lower recommendation rate; the separate samples do not explain the change.
Denali Dental
Questions This Section Answers
- What do the November 2026 AI answer results show about Denali Dental mentions, recommendations and placement?
Denali Dental ranks 3 by recommendation count. Mentions: 325 (50.00%); recommendations: 276 (42.46%). Top 3 placements: 225 (34.62%); first-place placements: 123 (18.92%).
Wording about the company: 289 positive, 36 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 84.9%. The net framing score was 0.89 (defined in Methodology).
49 mentions had no recorded recommendation. Of recorded recommendations, 81.52% were Top 3 and 44.57% were first-place.
From October 2026 to November 2026, Denali Dental's mention count fell from 381 to 325, while its recommendation count fell from 374 to 276. The recommendation rate was 51.59% and 42.46% respectively.
Denali Dental holds third place with roughly half of reviewed answers mentioning it and a somewhat smaller share recommending it. Its recommendation-to-mention ratio was the highest among tracked firms, and a comparatively large portion of its recommendations were placed first, giving it a distinctive top-of-list profile.
Its framing was strongly positive with no negative mentions. Both mention and recommendation counts were lower than the prior month, with a lower recommendation rate; the recorded comparison does not establish a cause.
Guardian Direct
Questions This Section Answers
- What do the November 2026 AI answer results show about Guardian Direct mentions, recommendations and placement?
Guardian Direct ranks 4 by recommendation count. Mentions: 111 (17.08%); recommendations: 74 (11.38%). Top 3 placements: 42 (6.46%); first-place placements: 5 (0.77%).
Wording about the company: 80 positive, 31 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 66.7%. The net framing score was 0.72 (defined in Methodology).
37 mentions had no recorded recommendation. Of recorded recommendations, 56.76% were Top 3 and 6.76% were first-place.
From October 2026 to November 2026, Guardian Direct's mention count fell from 339 to 111, while its recommendation count fell from 303 to 74. The recommendation rate was 41.79% and 11.38% respectively.
Guardian Direct ranks fourth, appearing in a modest share of reviewed answers and recommended in fewer still. Its recommendation-to-mention ratio was moderate, and first-place placements were rare relative to its shortlist placements, so it was more often recommended than ranked at the top.
Its framing was largely positive with some neutral wording and no negatives. Both mention and recommendation counts were markedly lower than the prior month, alongside a lower recommendation rate; the separate samples do not explain the shift.
DentaQuest
Questions This Section Answers
- What do the November 2026 AI answer results show about DentaQuest mentions, recommendations and placement?
DentaQuest ranks 5 by recommendation count. Mentions: 94 (14.46%); recommendations: 22 (3.38%). Top 3 placements: 11 (1.69%); first-place placements: 3 (0.46%).
Wording about the company: 29 positive, 62 neutral, 3 negative mentions. The proportion of mentions that also included a recommendation was 23.4%. The net framing score was 0.28 (defined in Methodology).
72 mentions had no recorded recommendation. Of recorded recommendations, 50.00% were Top 3 and 13.64% were first-place.
From October 2026 to November 2026, DentaQuest's mention count rose from 73 to 94, while its recommendation count fell from 24 to 22. The recommendation rate was 3.31% and 3.38% respectively.
DentaQuest ranks fifth, with mentions in a small share of reviewed answers and recommendations in fewer still. Its recommendation-to-mention ratio was low, and its framing was mostly neutral with a few negative mentions, giving it the least affirmative profile in the tracked set.
Its mention count was higher than the prior month while its recommendation count was slightly lower, and its recommendation rate was essentially flat. These are recorded comparisons across separate samples and do not establish why.
Earlier ranking snapshot context
Questions This Section Answers
- How do the available Dental insurance snapshots from May 2026 to November 2026 differ in recommendation coverage and measurement scope?
Company | Jul 2026 | Aug 2026 | Sep 2026 | Oct 2026 | Nov 2026 |
|---|---|---|---|---|---|
Delta Dental | 541 / 692 (78.18%) | 574 / 725 (79.17%) | 570 / 759 (75.10%) | 605 / 725 (83.45%) | 471 / 650 (72.46%) |
Spirit Dental | 556 / 692 (80.35%) | 589 / 725 (81.24%) | 582 / 759 (76.68%) | 575 / 725 (79.31%) | 452 / 650 (69.54%) |
Denali Dental | 321 / 692 (46.39%) | 380 / 725 (52.41%) | 361 / 759 (47.56%) | 374 / 725 (51.59%) | 276 / 650 (42.46%) |
Guardian Direct | 176 / 692 (25.43%) | 191 / 725 (26.34%) | 217 / 759 (28.59%) | 303 / 725 (41.79%) | 74 / 650 (11.38%) |
DentaQuest | 11 / 692 (1.59%) | 11 / 725 (1.52%) | 18 / 759 (2.37%) | 24 / 725 (3.31%) | 22 / 650 (3.38%) |
Company | Jul 2026 rank | Aug 2026 rank | Sep 2026 rank | Oct 2026 rank | Nov 2026 rank |
|---|---|---|---|---|---|
Delta Dental | 2 | 2 | 2 | 1 | 1 |
Spirit Dental | 1 | 1 | 1 | 2 | 2 |
Denali Dental | 3 | 3 | 3 | 3 | 3 |
Guardian Direct | 4 | 4 | 4 | 4 | 4 |
DentaQuest | 5 | 5 | 5 | 5 | 5 |
Only months with verified results are shown. Monthly sample coverage is listed in Methodology.
The monthly history shows separate selected samples of AI answers, each with its own answer total and coverage. Counts, rates and ranks should be read together: a lower count can accompany a stable rate, and a changed rate can occur alongside a changed sample. Rank positions are relative to the tracked set in each month.
Because the samples differ between months, the comparisons show how recorded results changed, not why. They do not establish rank stability, equivalent sampling or the effect of any intervention.
AI recommendation trend
Observed recommendation rate (%), Jul 2026 to Nov 2026
- Delta Dental72.5%
- Spirit Dental69.5%
- Denali Dental42.5%
- Guardian Direct11.4%
- DentaQuest3.4%
What the November Rankings Show
The November results answer several distinct questions. Reach shows how often a company appeared in the reviewed answers; recommendation shows how often it received an affirmative endorsement; placement shows where endorsements sat within an answer's ordering; and framing describes the wording used. Each measure can move independently, so a company may be widely mentioned yet rarely recommended, or recommended often yet seldom placed first.
Reading these together avoids treating visibility as endorsement or endorsement as customer preference. The counts describe the selected AI answers, not verified company facts, sales or conversion. Monthly comparisons involve separate samples, so changes in counts or rates are recorded observations rather than evidence of cause, improvement or lost standing.
Methodology
Questions This Section Answers
- How were the November 2026 Dental insurance 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; 5 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 | 650 |
Answers marked relevant during screening | 666 |
Answers marked reserved (screening label) | 16 |
Answers marked irrelevant during screening | 134 |
Captured answer observations | 800 |
Distinct questions | 484 |
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 | 692 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Aug 2026 | 725 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Sep 2026 | 759 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Oct 2026 | 725 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Nov 2026 | 650 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
May 2026 measured a different set of companies, so it is excluded from this comparison. Reliable results for June 2026 are unavailable. This is a gap in the history, not a result of zero.
The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.
This benchmark covers a partial set of question categories, and findings apply only to the available answers. The reporting month is a label; exact collection dates were not verified. Each company is counted at most once per answer, and recommendation requires both affirmative endorsement and positive wording. Rates use the full benchmark answer total, and placements are nested within recommendations.
The recommendation-to-mention ratio and net framing describe answer wording, not customers, sales or company quality. One answer can name several companies, so company totals overlap. Monthly samples differ, and comparisons show recorded change without establishing why. A zero is a measured result, not a missing observation.
Archived editions
Browse earlier published research snapshots for this article. The latest edition remains at the current URL.
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