Debt Management: AI Visibility Market Discovery Index

Benchmark Summary

Questions This Section Answers

• Which debt relief brand leads the October 2026 benchmark, and by how much?
• Which brand posted the largest coverage gain since baseline, and which posted the largest decline?

National Debt Relief leads the October 2026 benchmark with valid recommendation coverage of 51.4%, ahead of Freedom Debt Relief at 48.9%, a gap of 2.5 points between the top two brands. Money Management International and Accredited Debt Relief follow at 46.8% each. The largest coverage increase since baseline was Money Management International, which rose from 12.4% in May 2026 to 46.8% in October 2026, a gain of 34.4 points. The largest coverage decline was Curadebt, which fell from 4.8% in May 2026 to 0.0% in October 2026, a drop of 4.8 points.

The month-over-month picture was quiet: no brand posted a significant move from September 2026 to October 2026. All eight significant risers from the May 2026 baseline remained significant risers in October 2026, and National Debt Relief maintained the category lead. The October 2026 benchmark drew from 800 prompt-surface observations before qualification, producing 442 qualified observations after qualification.

Current Benchmark at a Glance

Qualified surface breadth counts canonical AI surface families with at least one qualified observation across ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. Both months measured all six families. Coverage compressed sharply in August 2026 before recovering in September and October 2026.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Debt Management

Research Scope and Qualification

Questions This Section Answers

• How many prompt-surface observations qualified for the public benchmark compared with the raw collection?
• What does the qualified observation count represent, and why is it smaller than the raw collection?

The public benchmark is narrower than the raw collection universe by design.

Brand-level percentages use the qualified observations as the public denominator, not the raw collection. For the full collection pipeline, see AI Visibility Market Discovery Methodology.

Current Brand Standings

Questions This Section Answers

• How do presence rate, valid recommendation coverage, top-three rate, and rank-one rate differ across the tracked debt relief brands?
• Why does National Debt Relief lead even though its coverage gap over Freedom Debt Relief is only 2.5 points?

National Debt Relief and Freedom Debt Relief are separated by 2.5 points in coverage, but National Debt Relief holds a 28.5-point rank-one advantage over Freedom Debt Relief.

How to Read the Standings

• Presence rate is the share of qualified observations in which the brand is mentioned at all.
• Valid recommendation coverage is the share of qualified observations in which the brand is recommended in a qualifying answer.
• Top-three rate is the share of qualified observations in which the brand appears in the top three recommended positions.
• Rank-one rate is the share of qualified observations in which the brand is the first recommendation.
• Net sentiment measures the balance of positive over negative mentions, from 0 to 1.

For formulas and denominator rules, see AI Visibility Market Discovery Metric Definitions.

Recommendation Coverage Movement

Questions This Section Answers

• Which debt relief brand saw the largest coverage increase since the May 2026 baseline?
• What happened to Curadebt's recommendation coverage over the measurement period?

Largest Increase: Money Management International

Money Management International rose from 12.4% valid recommendation coverage in May 2026 to 46.8% in October 2026, up 34.4 points, the largest baseline-to-current gain in the benchmark. The brand has now increased in each of the two months since August 2026, reaching its highest level since a July 2026 peak of 55.3%. Top-three rate rose from 8.2% in May 2026 to 24.4% in October 2026, and rank-one rate increased from 4.8% to 12.2%.

Largest Decline: Curadebt

Curadebt fell from 4.8% valid recommendation coverage in May 2026 to 0.0% in October 2026, down 4.8 points, the only significant baseline-to-current decline in the benchmark. The brand has recorded no valid recommendations in each of the four months since May 2026.

Category Leader: National Debt Relief

National Debt Relief led the October 2026 benchmark at 51.4% valid recommendation coverage, up from 30.1% in May 2026. The brand posted the highest top-three rate at 49.1% and the highest rank-one rate at 31.9% among tracked brands in October 2026, with its rank-one rate up 8.3 points from 23.6% in May 2026.

Recommendation Placement Snapshot

Questions This Section Answers

• How do first-position rates differ between National Debt Relief and Freedom Debt Relief despite similar coverage?
• What does the placement snapshot reveal about converting coverage into top-three or rank-one recommendations in debt relief?

Coverage alone does not show how prominently a brand is recommended. The top two brands by current coverage show notably different placement profiles.

National Debt Relief converted most of its coverage into first position, with a rank-one rate of 31.9% in October 2026 against a top-three rate of 49.1%. Freedom Debt Relief appeared in the top three at 43.9% but ranked first only 3.4% of the time. Close coverage can still hide very different first-position rates.

Buyer-Intent Distribution

Questions This Section Answers

• Which buyer-intent classes appear in the October 2026 qualified observations?
• Are pricing and multi-brand comparison questions currently measured in this benchmark?

All 442 qualified observations in October 2026 fell into the Brand Recommendation class.

The current public series measures that class of discovery and does not yet contain qualified observations in the Pricing & Value or Multi-Brand Comparison classes.

Historical Measurement Record

Questions This Section Answers

• Which brands have led the benchmark across the May to October 2026 measurements?
• What happened to the leader's coverage during the August 2026 compression?

This is an evergreen benchmark URL. New measurements are added to the same report.

August 2026 saw a category-wide compression, with the leader falling from 55.3% to 8.6% before the September and October recovery.

Evidence and Source Layer

This benchmark is built from prompt-level observations that retain the query, AI/search surface, answer, brand outcome, recommendation placement, sentiment, and, where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment. It is not automatically proof that the source caused the recommendation.

Scope Boundaries

This public benchmark does not measure:

• Market share or attributable sales
• Every possible AI response to a given prompt
• Organic-search ranking positions
• Social media mention volume
• Private or sponsored channels and paywalled assistant content
• Causality from a metric movement alone (the benchmark records the change, not why it occurred)

Top 10 Cited Domains

Questions This Section Answers

• Which domains are cited most often in AI platform responses for debt management?
• How concentrated are citations across domains, and does any single source dominate the information environment?

Across all AI platform responses in October 2026, 6,622 citations were observed from 612 unique domains.

Citations are broadly distributed: the top 10 domains account for roughly 36% of all citations across 612 unique domains, so no single source dominates the information environment. One tracked brand's own domain appears in the top 10: nationaldebtrelief.com ranks fourth at 3.8%, cited across all six surface families. The mix is led by financial-review and news outlets alongside two official or nonprofit sources, consumerfinance.gov and nfcc.org, indicating that AI answers in this vertical draw on both consumer-finance publishers and institutional guidance.

About This Benchmark

The LLM Authority Index AI Visibility Market Discovery Index tracks how AI and search surfaces recommend brands across verticals, using a consistent prompt-level methodology applied month over month. The benchmark focuses on recommendation placement and coverage as distinct signals of AI-driven brand discovery.

• AI Visibility Market Discovery Methodology
• AI Visibility Market Discovery Metric Definitions
• AI Visibility Market Discovery Research Standards
• Modeled AI Visibility Authority Value

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