Credit Repair: AI Visibility Market Discovery Index

Benchmark Summary

Questions This Section Answers

• Which brand leads the October 2026 credit repair benchmark, and by how much?
• What were the largest coverage gain and decline in October 2026?

Credit Saints leads the October 2026 benchmark with 50.0% valid recommendation coverage, a 12.5 percentage point gap over the next brand, The Credit Pros, at 37.5%. This marks a change in category leadership: Credit Saint led the July 2026 baseline with 68.9% valid recommendation coverage, a 30.9 percentage point lead over The Credit Pros at 38.0%.

October 2026's largest coverage increase belongs to Credit Saints, which recorded 50.0% valid recommendation coverage after showing no coverage in the three prior months, a 50.0 percentage point increase. The largest decline belongs to Credit Saint, whose coverage fell to 0.0% in October 2026 from 68.9% in July 2026, a drop of 68.9 percentage points that reflects the brand's absence from the October 2026 qualified set.

The October 2026 measurement produced 152 qualified observations from 664 prompt-surface observations, the smallest monthly qualified set in the four-month series.

Current Benchmark at a Glance

Qualified surface breadth counts the six canonical AI/search surface families with at least one qualified observation: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. August 2026 recorded 272 qualified observations and September 2026 recorded 282 before the October 2026 total of 152.

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

Research Scope and Qualification

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. See the AI Visibility Market Discovery Methodology.

Current Brand Standings

Questions This Section Answers

• Where does each credit repair brand land on presence, valid recommendation coverage, and top-three placement?
• Why does Credit Saint show 0.0% coverage despite being a tracked brand?

How to Read the Standings

• Presence rate: share of qualified observations where the brand appears in the AI response.
• Valid recommendation coverage: share of qualified observations where the AI provides a valid recommendation including the brand.
• Top-three rate: share of qualified observations where the brand is recommended in the first three positions.
• Rank-one rate: share of qualified observations where the brand is recommended first.
• Net sentiment: positive minus negative mention sentiment, scaled.

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

Recommendation Coverage Movement

Questions This Section Answers

• Which credit repair brands moved beyond normal variation in October 2026?
• Which brand posted the largest coverage gain since the July 2026 baseline?

Only two month-over-month moves exceeded normal variation: Credit Saints rose 50.0 points from September 2026 and Credit Saint fell 61.0 points from September 2026. The Credit Pros rose 4.5 points from September 2026 but within normal variation, and Lexington Law fell 3.9 points from September 2026, also within normal variation.

Largest Increase: Credit Saints

Credit Saints enters the series with 50.0% valid recommendation coverage in October 2026, up from no coverage in July 2026, a 50.0 percentage point increase. Its top-three rate is 49.3% and its rank-one rate is 44.7% in October 2026, with 76 valid recommendations across 152 qualified observations. This is a first appearance, not yet a multi-month trend.

Largest Decline: Credit Saint

Credit Saint's valid recommendation coverage fell to 0.0% in October 2026 from 68.9% in July 2026, a decline of 68.9 percentage points, having moved down in each of the three months since baseline. The brand's top-three rate fell to 0.0% in October 2026 from 67.6% in July 2026, and its rank-one rate fell to 0.0% from 59.4% across the same span. Its presence rate dropped to 0.0% in October 2026 from 75.8% in July 2026.

Category Leader: Credit Saints

Credit Saints leads the October 2026 standings with 50.0% valid recommendation coverage, ahead of The Credit Pros at 37.5% and Dovly at 19.1%. The gap to the next brand is 12.5 percentage points. The leader designation changed from Credit Saint in the baseline period to Credit Saints in October 2026.

Recommendation Placement Snapshot

Questions This Section Answers

• How do the leading credit repair brands differ in top-three versus first-position recommendations?
• Which brand best converts its coverage into rank-one recommendations?

Coverage alone does not show how prominently a brand is recommended. The leading brands show distinct placement profiles in October 2026:

The Credit Pros appears in the top three more often than Dovly in October 2026 but rarely appears first, while Dovly converts more of its smaller coverage into first-position recommendations. Similar coverage levels can still hide very different first-position rates.

Buyer-Intent Distribution

All qualified observations in October 2026 fell into the Brand Recommendation class, focused on which credit repair provider to choose, as did all 318 qualified observations in July 2026.

The current public series cannot yet answer pricing, value, or head-to-head comparison questions — it contains no qualified observations in the Pricing & Value or Multi-Brand Comparison classes.

Historical Measurement Record

Questions This Section Answers

• Has the coverage leader changed across the four-month benchmark series?
• How did qualified observation volume shift across the July to October 2026 measurements?

Leadership changed hands for the first time in the four-month series, with Credit Saint holding the top position for three consecutive measurements before Credit Saints took the October 2026 lead.

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, not proof of causation.

Scope Boundaries

This public benchmark does not measure market share, attributable sales, every possible AI response, organic-search ranking, social mention volume, private or sponsored channels, or causality from a metric movement alone.

Top 10 Cited Domains

Questions This Section Answers

• Which domains receive the most citations in AI answers about credit repair?
• Which credit repair brand domains appear among the most-cited sources?

Across all AI platform responses in October 2026, the benchmark recorded 4,435 citations across 607 unique domains.

Citations are concentrated among a small set of authoritative domains, with the top 10 accounting for roughly one third of the 4,435 total citations. Two tracked brand domains appear in the top 10: lexingtonlaw.com at rank 2 and dovly.com at rank 3. The list also reflects a mix of sources, including a government site (consumerfinance.gov), a major credit bureau (experian.com), review platforms (consumeraffairs.com, reddit.com), and one additional competitor domain (thecreditpeople.com).

About This Benchmark

The LLM Authority Index AI Visibility Market Discovery Index tracks how often and how prominently brands appear in AI-generated answers across the six canonical AI/search surface families. Monthly measurements are added to an evergreen report.

• 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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