CiteWorks Studio

How AI Search Is Recommending Equipment Financing: Monthly Trends

Mark HuntleyBy Mark HuntleyFounder and CEO
8 minutes read

Key Takeaways

  • National Funding remained the category leader at 64.0% valid recommendation coverage, with Crest Capital close behind at 60.7%.
  • eLease recorded the only significant movement in August 2026, falling 10.9 points to 10.7% coverage as raw mention presence also dropped.
  • Balboa Capital posted the largest gain, rising 4.0 points to 16.7%, with stronger top-three placement despite the move not reaching significance.
  • August results were based on a smaller qualified set of 150 observations versus 213 in July, so single-brand shifts should be interpreted with added caution.

Executive Summary

The Equipment Financing category saw one significant movement in August 2026, with the rest of the field largely stable. National Funding remains the category leader by valid recommendation coverage at 64.0%, down 2.7 points from 66.7% in July 2026, with Crest Capital closing the gap to 3.3 points at 60.7%. The two leaders remain in a tight cluster at the top, well ahead of the rest of the field.

The largest riser this month was Balboa Capital, whose valid recommendation coverage rose 4.0 points from 12.7% in July 2026 to 16.7% in August 2026. That movement was not significant against the category's normal variation threshold. Balboa Capital's recommendation placement also improved, with its top-three rate rising 2.4 points to 11.3% and its rank-one rate edging up 0.3 points to 2.7%.

The sharpest decliner was eLease, which fell 10.9 points from 21.6% valid recommendation coverage in July 2026 to 10.7% in August 2026. That drop was significant against the category's normal variation threshold and marks the only significant movement in the category this month. eLease's raw mention presence also dropped 14.5 points to 11.3%, suggesting the loss was in visibility as much as in recommendation credit.

The category was otherwise stable. Taycor Financial declined 4.4 points to 16.7% and National Funding slipped 2.7 points to 64.0%, but neither movement reached significance. Bankers Capital remained absent from AI-generated recommendations for the second consecutive month. The headline is a two-brand leadership structure at the top, a mid-tier that is repositioning, and one significant fall that warrants investigation.

Each monthly benchmark run begins with 800 prompt-surface observations (597 unique questions in July 2026; 629 in August 2026) across the defined AI/search surface universe. All 800 mentioned a tracked brand or competitor in both months; 215 were relevant and 585 were irrelevant in July 2026, versus 155 relevant and 645 irrelevant in August 2026. The public metrics use the 213 qualified observations from July 2026 and the 150 qualified observations from August 2026 that survive both qualification stages.

AI recommendation trend

valid recommendation coverage, Jul 2026 to Aug 2026

  • National Funding-2.7%
    Jul 202666.7%
    Aug 202664.0%
  • Crest Capital+2.0%
    Jul 202658.7%
    Aug 202660.7%
  • Balboa Capital+4.0%
    Jul 202612.7%
    Aug 202616.7%
  • Taycor Financial-4.4%
    Jul 202621.1%
    Aug 202616.7%
  • Beacon Funding+1.0%
    Jul 202610.3%
    Aug 202611.3%
  • eLease-10.9% · beyond normal variation
    Jul 202621.6%
    Aug 202610.7%
  • Smarter Finance USA+1.1%
    Jul 20264.2%
    Aug 20265.3%
  • Ascentium Capital+0.6%
    Jul 20261.4%
    Aug 20262.0%
  • Currency+0.4%
    Jul 20260.9%
    Aug 20261.3%
  • Bankers Capitalno change
    Jul 20260.0%
    Aug 20260.0%

Key Findings

Signal

August 2026 finding

Category leader

National Funding at 64.0% valid recommendation coverage

Leader gap

3.3 points ahead of Crest Capital at 60.7%

Largest riser

Balboa Capital, up 4.0 points to 16.7% coverage

Top-three mover

Crest Capital, up 2.5 points to 43.3% top-three rate

Rank-one strength

Crest Capital at 25.3% rank-one rate, up 3.7 points

Significant decliner

eLease, down 10.9 points to 10.7% coverage

Benchmark Context

The report separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set.

Research stage

Jul 2026

Aug 2026

What it represents

Source prompt-surface observations collected

800

800

Total prompt-surface observations run through the benchmark

Unique questions

597

629

Distinct questions across the surface universe

Brand / competitor mentions

800

800

Prompts mentioning a tracked brand or competitor

Relevant prompts

215

155

Prompts relevant to the category

Irrelevant prompts

585

645

Prompts not relevant to the category

Qualified benchmark observations

213

150

Public denominator for brand-level metrics

Qualified surface breadth

6

6

AI/search surface families with qualified observations

The following benchmark-level metrics summarize the qualified data behind the standings below.

Benchmark-Level Metrics

Metric

Jul 2026

Aug 2026

Change

Qualified observations

213

150

Down 63

Companies tracked

10

10

No change

Recommendation-shaped answer share

51.6%

50.0%

Down 1.6 points

Valid recommendation shortlist share

75.6%

68.7%

Down 6.9 points

Category leader by coverage

National Funding

National Funding

No change

The qualified observation count fell from 213 to 150 between months, and the valid recommendation shortlist share dropped 6.9 points. This means the August 2026 figures are computed on a smaller qualified set, which is worth holding in mind when interpreting single-brand movements.

AI Recommendation Trend

The leadership structure held, with a significant fall in the mid-tier.

Brand

Jul 2026

Aug 2026

Movement

Aug 2026 rank

National Funding

66.7%

64.0%

Down 2.7 points

1st

Crest Capital

58.7%

60.7%

Up 2.0 points

2nd

Taycor Financial

21.1%

16.7%

Down 4.4 points

3rd

Balboa Capital

12.7%

16.7%

Up 4.0 points

4th

Beacon Funding

10.3%

11.3%

Up 1.0 points

5th

eLease

21.6%

10.7%

Down 10.9 points

6th

Smarter Finance USA

4.2%

5.3%

Up 1.1 points

7th

Ascentium Capital

1.4%

2.0%

Up 0.6 points

8th

Currency

0.9%

1.3%

Up 0.4 points

9th

Bankers Capital

0.0%

0.0%

No change

10th

One brand exceeded normal month-to-month variation: eLease's 10.9-point decline in valid recommendation coverage was significant. The rest of the category shifted within expected ranges, with the combined effect of several smaller movements, including Balboa Capital's rise and Taycor Financial's decline, reshaping the mid-tier without changing the top-two structure.

What Changed This Month

eLease: Significant decline in valid recommendation coverage

eLease's valid recommendation coverage fell 10.9 points from 21.6% in July 2026 to 10.7% in August 2026, a significant decline against the category's variation threshold. In absolute terms, eLease went from 46 valid recommendations in July 2026 to 16 in August 2026, within a qualified set that also shrank from 213 to 150 observations.

The loss appears driven by visibility. eLease's raw mention presence dropped 14.5 points from 25.8% in July 2026 to 11.3% in August 2026, and its present count fell from 55 to 17. The top-three rate declined 3.0 points to 7.3%, while the rank-one rate actually edged up 0.6 points to 2.0%, meaning that when eLease appeared, it was sometimes placed first.

The distinction to notice is between visibility and recommendation quality. eLease lost presence more sharply than it lost recommendation credit, and its sentiment stayed positive at 1.0. The question is which prompts it stopped appearing in, not whether its answers turned negative.

Highest-priority diagnostic: Which prompt types or surfaces dropped eLease's presence, and which competitor took the recommendation when eLease fell out of the answer?

Balboa Capital: Largest riser on recommendation coverage

Balboa Capital's valid recommendation coverage rose 4.0 points from 12.7% in July 2026 to 16.7% in August 2026, the largest upward movement in the category, though not significant against the variation threshold. In absolute terms, Balboa Capital went from 27 to 25 valid recommendations across a smaller qualified set, and its valid recommendation count held steady relative to the smaller denominator.

The rise was broad-based. Raw mention presence rose 1.2 points to 20.0%, the top-three rate rose 2.4 points to 11.3%, and the rank-one rate rose 0.3 points to 2.7%. Net sentiment improved from 0.8 to 1.0, suggesting the brand is being mentioned positively when it appears.

The distinction is between placement gains and presence gains. Balboa Capital's top-three rate grew faster than its presence rate, meaning the improvement was not just more mentions but better placement within recommendations.

Highest-priority diagnostic: Which surfaces or prompt types drove Balboa Capital's improved placement, and is that improvement concentrated in specific equipment categories?

Crest Capital: Narrowing the leader gap

Crest Capital's valid recommendation coverage rose 2.0 points from 58.7% in July 2026 to 60.7% in August 2026, and its rank-one rate rose 3.7 points to 25.3%, the strongest top placement rate in the category. The gap to leader National Funding narrowed from 8.0 points in July 2026 to 3.3 points in August 2026.

Crest Capital's raw mention presence rose 2.2 points to 70.7%, and its top-three rate rose 2.5 points to 43.3%, now tied with National Funding on that measure. The rank-one gain outpaced the presence gain, indicating stronger placement quality rather than just more mentions.

Crest Capital now matches National Funding on top-three rate but exceeds it on rank-one rate, while trailing on overall coverage. The category is showing two leaders with different strengths.

Highest-priority diagnostic: Where is Crest Capital winning the top recommendation slot, and does that concentration point to specific equipment types or qualifying criteria?

Buyer-Intent Interpretation

Buyer-intent cluster

What it captures

Strategic question

Brand Recommendation

Queries asking which equipment financing provider to use

Which providers is AI naming first and most often in direct recommendation queries

Pricing & Value

Queries about cost, rates, and value comparisons

What does AI say about relative pricing and value, and which brands are associated with those answers

Multi-Brand Comparison

Queries directly comparing two or more providers

Which providers does AI position as comparable alternatives in head-to-head contexts

In August 2026, all 150 qualified observations fell into the Brand Recommendation cluster. None of the qualified observations captured pricing or value questions, and none captured direct multi-brand comparison queries. The public benchmark can therefore speak to which providers AI recommends for equipment financing, but it cannot yet answer questions about how AI portrays pricing, rates, or head-to-head tradeoffs between providers. Those commercial questions remain open for company-level analysis.

Brand Opportunity Summary

Brand

Aug 2026 coverage

Current signal

Highest-priority diagnostic

Ascentium Capital

2.0%

Stable, up 0.6 points, 3 valid recommendations

Which niche queries still surface Ascentium, and are those prompts worth targeting

Balboa Capital

16.7%

Rising, up 4.0 points, 25 valid recommendations

Which surfaces drove the placement gain and can it be sustained

Bankers Capital

0.0%

Absent from recommendations, 0 valid recommendations

Why no presence despite being a tracked brand; which prompts should surface it

Beacon Funding

11.3%

Stable, up 1.0 points, 17 valid recommendations

Whether the rank-one rate gain to 2.7% hints at broader placement upside

Crest Capital

60.7%

Rising, up 2.0 points, 91 valid recommendations

Where the rank-one gains are concentrated and whether they can extend

Currency

1.3%

Stable, up 0.4 points, 2 valid recommendations

Which specific prompts mention Currency and whether they constitute a real opportunity

eLease

10.7%

Significant decline, down 10.9 points, 16 valid recommendations

Which prompt types or surfaces dropped eLease's presence

National Funding

64.0%

Stable, down 2.7 points, 96 valid recommendations

Whether the rank-one rate at 14.0% points to a change worth tracking

Smarter Finance USA

5.3%

Stable, up 1.1 points, 8 valid recommendations

Whether the rise in coverage can translate into top-three placement

Taycor Financial

16.7%

Declining, down 4.4 points, 25 valid recommendations

Which surfaces are reducing Taycor's recommendation share

The benchmark identifies where attention is warranted; a company-level analysis is needed to explain why.

Evidence Behind the Benchmark

The aggregate metrics are built from prompt-level observations (query, surface, recommendation outcome, rank, sentiment, and citations where exposed). Company-level analysis can go deeper into prompt, competitor, surface, and evidence patterns. Source presence is not automatically treated as proof of causation.

About This Benchmark

This report is part of the LLM Authority Index AI Market Discovery research program.

Report-Specific Interpretation Notes

  • The qualified observation count fell from 213 in July 2026 to 150 in August 2026; movements on smaller counts deserve more scrutiny.
  • eLease's significant decline is a directional signal, not proof of cause; the benchmark identifies where to look, not why it happened.
  • Several brands have small absolute valid recommendation counts (Ascentium Capital at 3, Currency at 2, Bankers Capital at 0); their percentage movements should be read with that small-count caveat.

Next Step

The Public Benchmark Shows Where a Brand Is Winning or Losing. A Company-Level Audit Shows Why.

Beneath the aggregate percentages sit questions the public benchmark cannot answer: which high-intent prompts is a brand winning, which competitor takes the recommendation when it loses, what attributes does AI associate with each option, and which external sources are shaping those answers. For eLease, the question is which prompts stopped surfacing it; for Balboa Capital, it is which surfaces drove the placement gain; for every brand, it is whether the recommendation patterns reflect an advantage or a gap.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy.

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About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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