Equipment Financing: AI Visibility Market Discovery Index

Benchmark Summary

Questions This Section Answers

• Which equipment financing brand leads the October 2026 benchmark, and by how much?
• Which brands posted the largest coverage gain and decline this month?

Crest Capital leads the Equipment Financing benchmark in October 2026 with 64.3% valid recommendation coverage, 3.1 points ahead of National Funding at 61.2%. The largest coverage increase of the month was recorded by Balboa Capital, whose valid recommendation coverage rose to 31.6% in October 2026 from 19.7% in September 2026, a rise of 11.9 points beyond normal month-to-month variation. The largest coverage decline was recorded by eLease, whose valid recommendation coverage fell to 5.1% in October 2026 from 5.5% in September 2026, a decline of 0.4 points within normal month-to-month variation.

Crest Capital also posted the largest single-month improvement across the series: its coverage rose 19.4 points to 64.3% in October 2026 from 44.9% in September 2026. National Funding rose 17.1 points to 61.2% in October 2026 from 44.1% in September 2026, also beyond normal variation, recovering most of the ground it lost in September. Balboa Capital advanced for a third consecutive month. eLease has declined in each of the three months since July 2026. The benchmark began with 800 prompt-surface observations in each month and produced 98 qualified observations after qualification.

Current Benchmark at a Glance

Qualified surface breadth counts the canonical AI/search surface families with at least one qualified observation: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. August 2026 and September 2026 sat between the baseline and current months, with 150 and 127 qualified observations respectively.

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

Research Scope and Qualification

Questions This Section Answers

• Why is the public benchmark smaller than the raw 800 prompt-surface observations?
• What separates a qualified benchmark observation from a relevant one?

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 details on how the public benchmark is constructed, see AI Visibility Market Discovery Methodology.

Current Brand Standings

Questions This Section Answers

• Who leads equipment financing brands on valid recommendation coverage and rank-one rate?
• Which tracked brands currently receive little or no recommendation coverage?

How to Read the Standings

• Presence rate: share of qualified observations where the brand is mentioned in the AI response.
• Valid recommendation coverage: share of qualified observations where the brand appears as a valid recommendation in the response.
• Top-three rate: share of qualified observations where the brand appears in the top three recommended positions.
• Rank-one rate: share of qualified observations where the brand is the first recommendation.
• Net sentiment: positive mentions minus negative mentions divided by total mentions; ranges from 0 to 1.

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

Recommendation Coverage Movement

Questions This Section Answers

• Which equipment financing brands moved most since the July 2026 baseline, and in which direction?
• Is eLease's decline and Balboa Capital's rise beyond normal month-to-month variation?
• How has the leadership between Crest Capital and National Funding shifted across the four months?

Largest Increase: Balboa Capital

Balboa Capital's valid recommendation coverage rose to 31.6% in October 2026 from 12.7% in July 2026, an increase of 18.9 points beyond normal month-to-month variation, and the largest baseline-to-current gain in the benchmark. The brand has moved up in each of the three months since July 2026: coverage reached 16.7% in August 2026, 19.7% in September 2026, and 31.6% in October 2026. Top-three rate rose 19.7 points to 28.6% in October 2026 from 8.9% in July 2026, and raw mention presence rose 14.9 points to 33.7% from 18.8% over the same span. Rank-one rate rose 3.8 points to 6.1% from 2.4%.

Largest Decline: eLease

eLease's valid recommendation coverage declined to 5.1% in October 2026 from 21.6% in July 2026, a drop of 16.5 points beyond normal month-to-month variation. The brand has declined in each of the three months since July 2026: coverage fell to 10.7% in August 2026, 5.5% in September 2026, and 5.1% in October 2026. Raw mention presence fell 20.7 points to 5.1% in October 2026 from 25.8% in July 2026, and top-three rate declined 6.2 points to 4.1% from 10.3% over the same span. Rank-one rate was little changed at 2.0% in October 2026 versus 1.4% in July 2026.

Category Leader: Crest Capital

Crest Capital leads the benchmark in October 2026 with 64.3% valid recommendation coverage, 3.1 points ahead of National Funding at 61.2%. Its rank-one rate of 42.9% in October 2026 was the highest of any tracked brand, up 21.3 points from 21.6% in July 2026. National Funding held the lead in July 2026 and August 2026, and Crest Capital took the lead in September 2026. The two leaders have traded the top position across the four-month series while both remaining well clear of the rest of the field.

Beacon Funding and Currency also moved up beyond normal variation over the series. Beacon Funding rose 10.1 points to 20.4% in October 2026 from 10.3% in July 2026, and Currency rose 6.2 points to 7.1% from 0.9%. Smarter Finance USA rose in each of the three months since July 2026, reaching 8.2% in October 2026 from 4.2% in July 2026, a cumulative change still within normal variation. Taycor Financial declined 6.8 points to 14.3% in October 2026 from 21.1% in July 2026, and National Funding declined 5.5 points to 61.2% from 66.7%, both within normal variation. Ascentium Capital moved up 1.7 points to 3.1% from 1.4%. Bankers Capital remained at 0.0% coverage across all four months.

Recommendation Placement Snapshot

Questions This Section Answers

• Why can two brands with nearly equal recommendation coverage show very different rank-one rates?
• How does Crest Capital's first-position rate compare with National Funding's in October 2026?

Coverage alone does not show how prominently a brand is recommended. Two brands with close coverage can show very different first-position rates in October 2026.

Crest Capital sits 3.1 points ahead of National Funding on valid recommendation coverage in October 2026, yet Crest Capital was the first recommendation in 42.9% of observations versus 20.4% for National Funding. Near-equal coverage can still hide materially different first-position rates.

Buyer-Intent Distribution

Questions This Section Answers

• What buyer-intent classes does the current public series measure, and which are still empty?
• Does the benchmark yet capture Pricing & Value or Multi-Brand Comparison questions?

The qualified observations in October 2026 all fell into the Brand Recommendation class.

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

Historical Measurement Record

Evidence and Source Layer

Questions This Section Answers

• What information does each prompt-level observation retain?
• Does the presence of a source prove it caused the AI recommendation?

The 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

• Market share
• Attributable sales or revenue
• Every possible AI response
• Organic-search ranking
• Social mention volume
• Private or sponsored channels
• Causality from a metric movement alone

Top 10 Cited Domains

Questions This Section Answers

• Which domains are most cited across AI platform responses in October 2026?
• Are citations concentrated in a few sources, or spread broadly?
• Which equipment financing brand domain appears among the most-cited sources?

The benchmark recorded 6,007 citations across all AI platform responses in October 2026, drawn from 2,183 unique domains.

Citations are broadly distributed rather than concentrated: the top 10 domains together account for roughly a quarter of all citations, and no single domain exceeds 7.6% share. Crest Capital's own domain, crestcapital.com, is the only tracked brand domain to appear in the top 10, ranking tenth. The most-cited sources are general-purpose platforms and reference sites, with one finance-specific consumer site, nerdwallet.com, present in the list.

About This Benchmark

The LLM Authority Index AI Visibility Market Discovery Index tracks how AI search and chat surfaces recommend and mention brands across industries, based on qualified prompt-level observations. It is published monthly as a neutral industry benchmark.

• 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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