Debt Management AI Visibility Ranking Trends - November 2026

Answer capsule

The November 2026 Debt Management benchmark compares 9 companies across 457 AI answers that met its inclusion rules. National Debt Relief leads with 139 recommendations (30.42% of answers). At least one tracked company was recommended in 231 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 Management

Industry leaderboard

Questions This Section Answers

• How do Debt Management rank by recorded AI recommendations in November 2026?

The leaderboard orders companies by how many answers affirmatively recommended them, so it measures endorsement volume rather than visibility. A company can appear often yet be recommended rarely, and the two readings belong side by side. Ties in recommendation counts would share a rank; near-equal counts should be read as close rather than decisive. Placement rates describe where recommendations fell, not additional wins.

Key findings

Tracked-company answer coverage

Questions This Section Answers

• How often did the November 2026 Debt Management answer sample recommend any tracked company?

231 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 718, 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 about half recommended one. Because a single answer can recommend several companies, company-level recommendation counts sum to more than the number of answers carrying any recommendation. Coverage therefore describes overlap across answers, not market share or dominance. Answers without a tracked recommendation may still have named companies outside this comparison.

Reach and affirmative recommendation

National Debt Relief ranks 1 by recommendation count. Mentions: 243 (53.17%); recommendations: 139 (30.42%). Top 3 placements: 114 (24.95%); first-place placements: 81 (17.72%).

Wording about the company: 143 positive, 84 neutral, 16 negative mentions. The proportion of mentions that also included a recommendation was 57.2%. The net framing score was 0.52 (defined in Methodology).

104 mentions had no recorded recommendation. Of recorded recommendations, 82.01% were Top 3 and 58.27% were first-place.

Mention measures appearance; recommendation requires affirmative endorsement. National Debt Relief leads on recommendation count while Money Management International appears in more answers, showing that reach and endorsement diverge. A substantial share of mentions carried no recorded recommendation, so presence alone should not be read as support. The recommendation-to-mention ratio describes recorded answer wording, not customer behavior.

Recommendation order and placement

Top-three and first-place placements are nested inside recommendations, not separate achievements to add to them. Companies with similar recommendation totals can differ sharply in where those recommendations landed, and first-place counts are always a subset of shortlist placements. These positions describe ordering within recorded answers, not consumer conversion or preference strength.

Classified framing in context

Framing classifies the wording surrounding each mention as positive, neutral or negative; it is not customer sentiment or a judgment of company quality. Several companies show no negative mentions in this sample, while others carry a small negative share. Neutral wording dominates some profiles, which limits how much a net framing score can convey on its own.

Company results in detail

National Debt Relief

Questions This Section Answers

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

National Debt Relief ranks 1 by recommendation count. Mentions: 243 (53.17%); recommendations: 139 (30.42%). Top 3 placements: 114 (24.95%); first-place placements: 81 (17.72%).

Wording about the company: 143 positive, 84 neutral, 16 negative mentions. The proportion of mentions that also included a recommendation was 57.2%. The net framing score was 0.52 (defined in Methodology).

104 mentions had no recorded recommendation. Of recorded recommendations, 82.01% were Top 3 and 58.27% were first-place.

From October 2026 to November 2026, National Debt Relief's mention count fell from 288 to 243, while its recommendation count fell from 227 to 139. The recommendation rate was 51.36% and 30.42% respectively.

National Debt Relief ranks first by recommendation count, and a majority of its mentions also carried an affirmative endorsement. Most recorded recommendations placed in the top three, with many in first place. Wording was predominantly positive, with a smaller neutral share and few negative mentions.

Against the prior month, both mentions and recommendations were lower, and the recommendation rate also declined. These are separate selected samples, so the recorded comparison does not establish why the counts or rate moved.

Money Management International

Questions This Section Answers

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

Money Management International ranks 2 by recommendation count. Mentions: 257 (56.24%); recommendations: 138 (30.20%). Top 3 placements: 70 (15.32%); first-place placements: 43 (9.41%).

Wording about the company: 163 positive, 94 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 53.7%. The net framing score was 0.63 (defined in Methodology).

119 mentions had no recorded recommendation. Of recorded recommendations, 50.72% were Top 3 and 31.16% were first-place.

From October 2026 to November 2026, Money Management International's mention count rose from 225 to 257, while its recommendation count fell from 207 to 138. The recommendation rate was 46.83% and 30.20% respectively.

Money Management International appears in more answers than any other tracked company yet ranks second on recommendations, so its reach exceeds its endorsement rate. Wording is positive or neutral with no negative mentions recorded. Recommendations cluster less at the top than the leader's. The prior-month comparison shows mentions higher and recommendations lower, a mixed movement the figures do not explain.

Freedom Debt Relief

Questions This Section Answers

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

Freedom Debt Relief ranks 3 by recommendation count. Mentions: 224 (49.02%); recommendations: 124 (27.13%). Top 3 placements: 98 (21.44%); first-place placements: 12 (2.63%).

Wording about the company: 128 positive, 80 neutral, 16 negative mentions. The proportion of mentions that also included a recommendation was 55.4%. The net framing score was 0.50 (defined in Methodology).

100 mentions had no recorded recommendation. Of recorded recommendations, 79.03% were Top 3 and 9.68% were first-place.

From October 2026 to November 2026, Freedom Debt Relief's mention count fell from 260 to 224, while its recommendation count fell from 216 to 124. The recommendation rate was 48.87% and 27.13% respectively.

Freedom Debt Relief holds third place on recommendations with a solid conversion of mentions into endorsements. Its recommendations frequently reach the top three but rarely first place, a distinctive placement pattern. Framing includes a small negative share alongside mostly positive wording. Both mentions and recommendations were lower than the prior month, though differing samples limit comparison.

Accredited Debt Relief

Questions This Section Answers

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

Accredited Debt Relief ranks 4 by recommendation count. Mentions: 194 (42.45%); recommendations: 119 (26.04%). Top 3 placements: 93 (20.35%); first-place placements: 22 (4.81%).

Wording about the company: 124 positive, 60 neutral, 10 negative mentions. The proportion of mentions that also included a recommendation was 61.3%. The net framing score was 0.59 (defined in Methodology).

75 mentions had no recorded recommendation. Of recorded recommendations, 78.15% were Top 3 and 18.49% were first-place.

From October 2026 to November 2026, Accredited Debt Relief's mention count fell from 225 to 194, while its recommendation count fell from 207 to 119. The recommendation rate was 46.83% and 26.04% respectively.

Accredited Debt Relief records the highest recommendation-to-mention ratio among the leading companies, suggesting that when it appears it is often endorsed. Most of its recommendations reach the top three, with fewer at first place. Framing is largely positive with a small negative share. The prior-month comparison shows both counts lower, and the figures do not establish why.

GreenPath Financial Wellness

Questions This Section Answers

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

GreenPath Financial Wellness ranks 5 by recommendation count. Mentions: 216 (47.26%); recommendations: 105 (22.98%). Top 3 placements: 67 (14.66%); first-place placements: 19 (4.16%).

Wording about the company: 128 positive, 88 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 48.6%. The net framing score was 0.59 (defined in Methodology).

111 mentions had no recorded recommendation. Of recorded recommendations, 63.81% were Top 3 and 18.10% were first-place.

From October 2026 to November 2026, GreenPath Financial Wellness' mention count rose from 157 to 216, while its recommendation count fell from 145 to 105. The recommendation rate was 32.81% and 22.98% respectively.

GreenPath Financial Wellness ranks fifth by recommendation count, and under half of its mentions also included an affirmative endorsement. Wording was positive or neutral, with no negative mentions recorded. Among its recorded recommendations, a majority placed in the top three and a smaller share in first place.

Against the prior month, mentions rose while recommendations fell, and the recommendation rate declined. The recorded figures do not explain this divergence, and the samples are separate.

American Consumer Credit Counseling

Questions This Section Answers

• What do the November 2026 AI answer results show about American Consumer Credit Counseling mentions, recommendations and placement?

American Consumer Credit Counseling ranks 6 by recommendation count. Mentions: 155 (33.92%); recommendations: 68 (14.88%). Top 3 placements: 41 (8.97%); first-place placements: 9 (1.97%).

Wording about the company: 83 positive, 72 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 43.9%. The net framing score was 0.54 (defined in Methodology).

87 mentions had no recorded recommendation. Of recorded recommendations, 60.29% were Top 3 and 13.24% were first-place.

From October 2026 to November 2026, American Consumer Credit Counseling's mention count rose from 84 to 155, while its recommendation count fell from 80 to 68. The recommendation rate was 18.10% and 14.88% respectively.

American Consumer Credit Counseling sits mid-table with a recommendation-to-mention ratio below half, so many appearances carry no endorsement. Framing is positive or neutral with no negative mentions. Most recommendations reach the top three, with few at first place. Mentions rose while recommendations fell compared with the prior month, and the samples differ.

National Foundation for Credit Counseling

Questions This Section Answers

• What do the November 2026 AI answer results show about National Foundation for Credit Counseling mentions, recommendations and placement?

National Foundation for Credit Counseling ranks 7 by recommendation count. Mentions: 228 (49.89%); recommendations: 21 (4.60%). Top 3 placements: 13 (2.84%); first-place placements: 13 (2.84%).

Wording about the company: 37 positive, 191 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 9.2%. The net framing score was 0.16 (defined in Methodology).

207 mentions had no recorded recommendation. Of recorded recommendations, 61.90% were Top 3 and 61.90% were first-place.

From October 2026 to November 2026, National Foundation for Credit Counseling's mention count rose from 218 to 228, while its recommendation count fell from 104 to 21. The recommendation rate was 23.53% and 4.60% respectively.

National Foundation for Credit Counseling appears in many answers but is rarely recommended, giving it one of the lowest conversion ratios in the set. Wording is overwhelmingly neutral, which fits a profile of being named without endorsement. Its few recommendations mostly land first. The prior-month comparison shows a marked fall in recommendations, but the figures do not explain it.

Financial Counseling Association of America

Questions This Section Answers

• What do the November 2026 AI answer results show about Financial Counseling Association of America mentions, recommendations and placement?

Financial Counseling Association of America ranks 8 by recommendation count. Mentions: 105 (22.98%); recommendations: 4 (0.88%). Top 3 placements: 2 (0.44%); first-place placements: 0 (0.00%).

Wording about the company: 10 positive, 95 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 3.8%. The net framing score was 0.10 (defined in Methodology).

101 mentions had no recorded recommendation. Of recorded recommendations, 50.00% were Top 3 and 0.00% were first-place.

From October 2026 to November 2026, Financial Counseling Association of America's mention count rose from 94 to 105, while its recommendation count fell from 32 to 4. The recommendation rate was 7.24% and 0.88% respectively.

Financial Counseling Association of America is mentioned regularly yet almost never recommended, and its wording is almost entirely neutral. The handful of recommendations it does receive reach the top three but never first place. With such a small recommendation base, the placement proportions should be read cautiously. The prior-month comparison shows recommendations lower, without explanation.

Clearpoint

Questions This Section Answers

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

Clearpoint ranks 9 by recommendation count. Mentions: 3 (0.66%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).

Wording about the company: 0 positive, 3 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).

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

From October 2026 to November 2026, Clearpoint's mention count rose from 1 to 3, while its recommendation count stayed at 0. The recommendation rate was 0.00% and 0.00% respectively.

Clearpoint records a small number of mentions, all neutral, and no recommendations or placements. These are measured zeros rather than missing observations; only ratios requiring a nonzero base are undefined. With so few appearances, the profile supports no broader inference about the company's standing or how it is discussed elsewhere.

Earlier ranking snapshot context

Questions This Section Answers

• How do the available Debt Management 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, so counts and rates should be read together rather than as a continuous trend line. Rank changes across months reflect those separate samples, and gaps in the record are missing months, not zero results. The comparisons show what was recorded, not why it changed.

What the November Rankings Show

These measures answer different questions. Mention asks whether a company appeared; recommendation asks whether the answer affirmatively endorsed it; placement asks where within the recommendations it fell; framing asks how the wording was classified. A company can be visible without being endorsed, endorsed without leading, or named neutrally throughout. Reading the measures together gives a fuller picture than any single rank, while the recorded answers remain the limit of what can be claimed.

Methodology

Questions This Section Answers

• How were the November 2026 Debt Management 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; 9 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.

Results cover the available answer set from several AI services, and the exact collection dates are unverified. Each company counts at most once per answer, and placement results sit inside recommendations rather than beside them. Rates use the full benchmark answer total. The recommendation-to-mention ratio and net framing describe answer wording, not customers, sales or company quality, and monthly samples differ, so comparisons show change without explaining it.