Debt Relief & Consolidation AI Visibility Ranking Trends - November 2026

Answer capsule

The November 2026 Debt Relief & Consolidation benchmark compares 12 companies across 90 AI answers that met its inclusion rules. Beyond Finance, DebtBlue share the lead with 3 recommendations each (3.33% of answers). At least one tracked company was recommended in 7 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 Debt Relief & Consolidation

Industry leaderboard

Questions This Section Answers

• How do Debt Relief & Consolidation rank by recorded AI recommendations in November 2026?

The leaderboard orders companies by recommendation count, meaning how often an answer affirmatively endorsed them. Beyond Finance and DebtBlue share first place because their recommendation counts are equal; a tie is not a unique win. Mention counts, which record simple appearance, sit on a different footing and can be far larger than recommendations. Placement figures are nested inside recommendations, so they should be read as position within endorsements rather than as separate wins.

Key findings

Tracked-company answer coverage

Questions This Section Answers

• How often did the November 2026 Debt Relief & Consolidation answer sample recommend any tracked company?

7 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 7, 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, yet only a small minority recommended one. That gap shows reach and endorsement answer different questions: appearing in an answer is not the same as being put forward. No answer recommended more than one tracked company, so company recommendation totals do not overlap here. Answers without a tracked recommendation may still have named companies outside this comparison.

Reach and affirmative recommendation

Beyond Finance ranks 1 by recommendation count. Mentions: 30 (33.33%); recommendations: 3 (3.33%). Top 3 placements: 2 (2.22%); first-place placements: 2 (2.22%).

Wording about the company: 8 positive, 22 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 10.0%. The net framing score was 0.27 (defined in Methodology).

27 mentions had no recorded recommendation. Of recorded recommendations, 66.67% were Top 3 and 66.67% were first-place.

DebtBlue ranks 1 by recommendation count. Mentions: 32 (35.56%); recommendations: 3 (3.33%). Top 3 placements: 3 (3.33%); first-place placements: 3 (3.33%).

Wording about the company: 3 positive, 29 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 9.4%. The net framing score was 0.09 (defined in Methodology).

29 mentions had no recorded recommendation. Of recorded recommendations, 100.00% were Top 3 and 100.00% were first-place.

Beyond Finance and DebtBlue tie at the top on recommendation count, so neither holds a unique lead. Both were mentioned far more often than they were recommended, and most of those mentions carried no endorsement. Wording was largely neutral for both, with no negative mentions recorded. A tie reflects equal counts, not a ranking judgment about the companies themselves.

Recommendation order and placement

Placements are subsets of recommendations, not additional wins. Beyond Finance's first-place results sit inside its shortlist results, and DebtBlue's shortlist placements equal its first-place placements. Debt.com was mentioned very widely but almost never recommended, so its placement counts remain zero. Ratios dividing by mentions describe recorded answer wording, not customer conversion or sales.

Classified framing in context

Framing records how a company was worded in the selected answers: positive, neutral or negative. Most mentions across the table were neutral, and no company drew negative wording. Neutral or positive phrasing does not establish why a recommendation occurred or did not occur, nor does it measure customer sentiment or company quality. Sparse mention bases make strong framing scores fragile.

Company results in detail

Beyond Finance

Questions This Section Answers

• What do the November 2026 AI answer results show about Beyond Finance mentions, recommendations and placement?

Beyond Finance ranks 1 by recommendation count. Mentions: 30 (33.33%); recommendations: 3 (3.33%). Top 3 placements: 2 (2.22%); first-place placements: 2 (2.22%).

Wording about the company: 8 positive, 22 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 10.0%. The net framing score was 0.27 (defined in Methodology).

27 mentions had no recorded recommendation. Of recorded recommendations, 66.67% were Top 3 and 66.67% were first-place.

From October 2026 to November 2026, Beyond Finance's mention count rose from 21 to 30, while its recommendation count fell from 8 to 3. The recommendation rate was 13.79% and 3.33% respectively.

Beyond Finance shares the top recommendation count, with a modest share of its many mentions also carrying an endorsement. Its recorded placements all fell within those recommendations, and its wording was mostly neutral with no negatives. The month-to-month comparison shows mentions rising while recommendations fell; the samples differ, so the change is recorded without an explanation.

DebtBlue

Questions This Section Answers

• What do the November 2026 AI answer results show about DebtBlue mentions, recommendations and placement?

DebtBlue ranks 1 by recommendation count. Mentions: 32 (35.56%); recommendations: 3 (3.33%). Top 3 placements: 3 (3.33%); first-place placements: 3 (3.33%).

Wording about the company: 3 positive, 29 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 9.4%. The net framing score was 0.09 (defined in Methodology).

29 mentions had no recorded recommendation. Of recorded recommendations, 100.00% were Top 3 and 100.00% were first-place.

From October 2026 to November 2026, DebtBlue's mention count rose from 20 to 32, while its recommendation count fell from 20 to 3. The recommendation rate was 34.48% and 3.33% respectively.

DebtBlue ties for the highest recommendation count, and every recorded recommendation also placed it in the shortlist and in first place. Mentions were frequent but mostly neutral, and most carried no endorsement. The prior-month comparison shows mentions rising while recommendations fell sharply; because the monthly samples differ, that movement is reported rather than explained.

Debt.com

Questions This Section Answers

• What do the November 2026 AI answer results show about Debt.com mentions, recommendations and placement?

Debt.com ranks 3 by recommendation count. Mentions: 86 (95.56%); recommendations: 1 (1.11%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 1 positive, 85 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 1.2%. The net framing score was 0.01 (defined in Methodology).

85 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, Debt.com's mention count rose from 12 to 86, while its recommendation count rose from 0 to 1. The recommendation rate was 0.00% and 1.11% respectively.

Debt.com was mentioned in nearly every qualified answer, giving it the widest reach in the table, yet it drew only a single recommendation and no placements. Its wording was overwhelmingly neutral. This profile illustrates how presence and endorsement diverge: frequent appearance did not translate into affirmative recommendation in the recorded answers.

Alleviate Financial Solutions

Questions This Section Answers

• What do the November 2026 AI answer results show about Alleviate Financial Solutions mentions, recommendations and placement?

Alleviate Financial Solutions ranks 4 by recommendation count. Mentions: 8 (8.89%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 2 positive, 6 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.25 (defined in Methodology).

8 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Alleviate Financial Solutions' mention count rose from 1 to 8, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Alleviate Financial Solutions appeared in a small number of answers, all worded positively or neutrally, but none included an endorsement. Its placement counts are therefore zero, and ratios requiring a recommendation base are undefined. The prior-month comparison shows mentions increasing while recommendations stayed at zero; the samples differ, so no cause is inferred.

Cleardebt

Questions This Section Answers

• What do the November 2026 AI answer results show about Cleardebt mentions, recommendations and placement?

Cleardebt ranks 4 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, Cleardebt's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Cleardebt recorded no mentions and no recommendations in the selected answers, so its placement counts are also zero. This is a measured zero, not a missing observation. Ratios that divide by mentions are undefined because the base is zero. The prior-month comparison likewise shows no mentions and no recommendations in either period.

Financial Rescue LLC

Questions This Section Answers

• What do the November 2026 AI answer results show about Financial Rescue LLC mentions, recommendations and placement?

Financial Rescue LLC ranks 4 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, Financial Rescue LLC's mention count fell from 1 to 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Financial Rescue LLC recorded no mentions and no recommendations this month, leaving placement counts at zero and mention-based ratios undefined. This is a valid measured result rather than a gap. The prior-month comparison shows a single mention falling to none, with recommendations remaining at zero; the samples differ, so the change is not attributed to any cause.

Oak View Law Group

Questions This Section Answers

• What do the November 2026 AI answer results show about Oak View Law Group mentions, recommendations and placement?

Oak View Law Group ranks 4 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, Oak View Law Group's mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Oak View Law Group recorded no mentions and no recommendations in the selected answers, so its placement counts are zero and ratios requiring a mention base are undefined. The zero is a measured outcome, not an absent observation. The prior-month comparison shows the same absence of mentions and recommendations in both periods.

Preferred Financial Services

Questions This Section Answers

• What do the November 2026 AI answer results show about Preferred Financial Services mentions, recommendations and placement?

Preferred Financial Services ranks 4 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, Preferred Financial Services' mention count stayed at 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Preferred Financial Services recorded no mentions and no recommendations this month, with placement counts at zero and mention-based ratios undefined. This is a measured zero rather than a missing data point. The prior-month comparison likewise shows no mentions and no recommendations, so the recorded picture is consistent across the two selected samples.

Rescue One Financial

Questions This Section Answers

• What do the November 2026 AI answer results show about Rescue One Financial mentions, recommendations and placement?

Rescue One Financial ranks 4 by recommendation count. Mentions: 2 (2.22%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 1 positive, 1 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.50 (defined in Methodology).

2 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Rescue One Financial's mention count rose from 1 to 2, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Rescue One Financial drew a couple of mentions, one positive and one neutral, but no endorsements, so its placements remain zero and its mention-based ratio is zero. The strong framing score rests on a very small mention base and should be read cautiously. The prior-month comparison shows mentions rising slightly while recommendations stayed at zero.

Solid Ground Financial

Questions This Section Answers

• What do the November 2026 AI answer results show about Solid Ground Financial mentions, recommendations and placement?

Solid Ground Financial ranks 4 by recommendation count. Mentions: 8 (8.89%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 2 positive, 6 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.25 (defined in Methodology).

8 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, Solid Ground Financial's mention count rose from 0 to 8, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Solid Ground Financial appeared in a handful of answers, worded positively or neutrally, but none included an endorsement, leaving placements at zero. Its framing score rests on a small mention base and warrants caution. The prior-month comparison shows mentions rising from none while recommendations stayed at zero; the samples differ, so no cause is inferred.

SoloSettle

Questions This Section Answers

• What do the November 2026 AI answer results show about SoloSettle mentions, recommendations and placement?

SoloSettle ranks 4 by recommendation count. Mentions: 5 (5.56%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 5 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).

5 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.

From October 2026 to November 2026, SoloSettle's mention count rose from 3 to 5, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

SoloSettle was mentioned a few times, all with neutral wording, and drew no recommendations, so its placements are zero and its mention-based ratio is zero. The neutral framing score reflects the absence of positive or negative wording rather than any judgment. The prior-month comparison shows mentions rising while recommendations stayed at zero.

Uprise Financial

Questions This Section Answers

• What do the November 2026 AI answer results show about Uprise Financial mentions, recommendations and placement?

Uprise Financial ranks 4 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, Uprise Financial's mention count fell from 2 to 0, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Uprise Financial recorded no mentions and no recommendations this month, so placement counts are zero and mention-based ratios are undefined. This is a measured zero, not a missing observation. The prior-month comparison shows a couple of mentions falling to none, with recommendations remaining at zero; the samples differ, so the change is recorded without explanation.

Earlier ranking snapshot context

Questions This Section Answers

• How do the available Debt Relief & Consolidation snapshots from May 2026 to November 2026 differ in recommendation coverage and measurement scope?

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 answer totals differ between them. Counts, rates and coverage should be read together, since a rate depends on both the recommendation count and the answer base. The table shows how recorded results moved across months; it does not establish why they moved, and smaller totals do not by themselves explain a change.

What the November Rankings Show

These rankings answer several distinct questions. Reach asks whether a company appeared at all; recommendation asks whether an answer affirmatively endorsed it; placement asks where an endorsement sat within the answer; framing asks how the company was worded. A company can be widely mentioned yet rarely recommended, as Debt.com shows, while others combine moderate reach with a few endorsements. None of these measures captures customer sentiment, sales or company quality, and the recorded answers do not reveal why endorsements occurred.

Methodology

Questions This Section Answers

• How were the November 2026 Debt Relief & Consolidation 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; 12 tracked companies. AI services represented: ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity.

Research screening totals (answer observations can include repeated questions):

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:

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. Reliable results for August 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.

Findings apply only to the included answer set, and the exact collection dates have not been verified. Each company counts at most once per answer, and recommendation requires both affirmative endorsement and positive wording. Top 3 and first-place results sit inside recommendations rather than alongside them. Ratios describe answer wording, not customer conversion, and framing is not customer satisfaction. Monthly samples differ, so comparisons show recorded change without establishing cause.