Small Business Banking AI Visibility Ranking Trends - November 2026
Tracking how AI platforms recommend small business banking ai visibility ranking trends. Updated monthly since April 2026.

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Answer capsule
The November 2026 Small Business Banking benchmark compares 6 companies across 666 AI answers that met its inclusion rules. Bluevine leads with 478 recommendations (71.77% of answers). At least one tracked company was recommended in 547 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 Small Business Banking
Industry leaderboard
Questions This Section Answers
- How do Small Business Banking rank by recorded AI recommendations in November 2026?
Rank | Company | Recommendations | Recommendation rate | Mention rate | Top 3 rate | #1 rate | Net sentiment |
|---|---|---|---|---|---|---|---|
1 | Bluevine | 478 | 71.77% | 88.59% | 55.41% | 44.74% | 0.86 |
2 | Relay | 368 | 55.26% | 77.93% | 36.79% | 3.30% | 0.76 |
3 | Axos Bank | 213 | 31.98% | 43.09% | 21.62% | 7.51% | 0.77 |
4 | Live Oak Bank | 79 | 11.86% | 21.02% | 8.71% | 2.25% | 0.59 |
5 | Regions Bank | 17 | 2.55% | 3.60% | 1.35% | 0.15% | 0.71 |
6 | Always.bank | 0 | 0.00% | 7.36% | 0.00% | 0.00% | 0.02 |
The leaderboard orders companies by how many answers affirmatively recommended them, so it measures recorded endorsement rather than mere appearance. A company can be mentioned often yet recommended less often, and placement counts sit inside recommendations rather than beside them. Ties would require equal recommendation counts; the printed table shows whether any occur. Reading mentions, recommendations and placements separately keeps each measure answering its own question.
Key findings
Tracked-company answer coverage
Questions This Section Answers
- How often did the November 2026 Small Business Banking answer sample recommend any tracked company?
Answer-level result | Qualified answers | Share of qualified answers |
|---|---|---|
At least one tracked company mentioned | 666 | 100.00% |
At least one tracked company recommended | 547 | 82.13% |
No tracked company recommended | 119 | 17.87% |
Multiple tracked companies recommended | 453 | 68.02% |
547 distinct answers recommended at least one tracked company. Counting each company recommendation separately gives 1155, because an answer can recommend several companies. Answers with no tracked recommendation may still have recommended companies outside this comparison.
Most qualified answers named at least one tracked company, and a large majority recommended one. Because a single answer can endorse several companies, company-level recommendation totals exceed the number of answers carrying any recommendation. Overlap is therefore expected and does not indicate overall market dominance. Answers without a tracked recommendation may still have named companies outside this comparison.
Reach and affirmative recommendation
Bluevine ranks 1 by recommendation count. Mentions: 590 (88.59%); recommendations: 478 (71.77%). Top 3 placements: 369 (55.41%); first-place placements: 298 (44.74%).
Wording about the company: 511 positive, 78 neutral, 1 negative mentions. The proportion of mentions that also included a recommendation was 81.0%. The net framing score was 0.86 (defined in Methodology).
112 mentions had no recorded recommendation. Of recorded recommendations, 77.20% were Top 3 and 62.34% were first-place.
Bluevine's profile shows why mention and recommendation must be read apart: many answers named the company, fewer endorsed it, and a portion of mentions carried no recorded recommendation. Placement counts are nested within recommendations, so first-place results are a subset of shortlist results, not additional wins. The printed ratios describe recorded answer wording, not customer behavior or conversion.
Recommendation order and placement
Company | Mentions | Recommendation-to-mention ratio | Top 3 / #1 counts | Positive / neutral / negative mentions |
|---|---|---|---|---|
Bluevine | 590 | 81.0% | 369 / 298 | 511 / 78 / 1 |
Relay | 519 | 70.9% | 245 / 22 | 396 / 123 / 0 |
Axos Bank | 287 | 74.2% | 144 / 50 | 222 / 65 / 0 |
Live Oak Bank | 140 | 56.4% | 58 / 15 | 82 / 58 / 0 |
Regions Bank | 24 | 70.8% | 9 / 1 | 17 / 7 / 0 |
Always.bank | 49 | 0.0% | 0 / 0 | 1 / 48 / 0 |
Placement describes where an endorsed company appeared in an answer's ordering. Top 3 and first-place counts are subsets of recommendations, so they should not be summed with recommendations or treated as separate victories. Recommendation-to-mention ratios vary by company and describe the recorded answers only. Sparse bases, such as Regions Bank's, warrant caution before reading much into a strong ratio.
Classified framing in context
Company | Positive | Neutral | Negative |
|---|---|---|---|
Bluevine | 511 | 78 | 1 |
Relay | 396 | 123 | 0 |
Axos Bank | 222 | 65 | 0 |
Live Oak Bank | 82 | 58 | 0 |
Regions Bank | 17 | 7 | 0 |
Always.bank | 1 | 48 | 0 |
Framing classifies the wording surrounding each mention as positive, neutral or negative. It is not customer sentiment, reputation or a judgment of company quality, and neutral wording does not explain why a recommendation was or was not recorded. Always.bank's mostly neutral wording alongside no recommendations illustrates that framing and endorsement are distinct measurements in these answers.
Company results in detail
Bluevine
Questions This Section Answers
- What do the November 2026 AI answer results show about Bluevine mentions, recommendations and placement?
Bluevine ranks 1 by recommendation count. Mentions: 590 (88.59%); recommendations: 478 (71.77%). Top 3 placements: 369 (55.41%); first-place placements: 298 (44.74%).
Wording about the company: 511 positive, 78 neutral, 1 negative mentions. The proportion of mentions that also included a recommendation was 81.0%. The net framing score was 0.86 (defined in Methodology).
112 mentions had no recorded recommendation. Of recorded recommendations, 77.20% were Top 3 and 62.34% were first-place.
From October 2026 to November 2026, Bluevine's mention count fell from 1539 to 590, while its recommendation count fell from 1466 to 478. The recommendation rate was 78.77% and 71.77% respectively.
Bluevine leads on recommendation count, with mentions well above its endorsements and a substantial share of mentions carrying no recommendation. Its placements concentrate heavily in first place among recorded recommendations, and its wording is overwhelmingly positive. The October-to-November comparison shows lower counts and a lower recommendation rate, but the samples differ and the change's cause is not established.
Relay
Questions This Section Answers
- What do the November 2026 AI answer results show about Relay mentions, recommendations and placement?
Relay ranks 2 by recommendation count. Mentions: 519 (77.93%); recommendations: 368 (55.26%). Top 3 placements: 245 (36.79%); first-place placements: 22 (3.30%).
Wording about the company: 396 positive, 123 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 70.9%. The net framing score was 0.76 (defined in Methodology).
151 mentions had no recorded recommendation. Of recorded recommendations, 66.58% were Top 3 and 5.98% were first-place.
From October 2026 to November 2026, Relay's mention count fell from 1324 to 519, while its recommendation count fell from 1239 to 368. The recommendation rate was 66.58% and 55.26% respectively.
Relay holds second place by recommendation count, with a solid recommendation-to-mention ratio and mostly positive wording. Its distinctive feature is placement: shortlist appearances are common, yet first-place finishes are comparatively rare among its recommendations. The prior-month comparison shows lower counts and a lower rate, though differing samples prevent attributing the movement to any cause.
Axos Bank
Questions This Section Answers
- What do the November 2026 AI answer results show about Axos Bank mentions, recommendations and placement?
Axos Bank ranks 3 by recommendation count. Mentions: 287 (43.09%); recommendations: 213 (31.98%). Top 3 placements: 144 (21.62%); first-place placements: 50 (7.51%).
Wording about the company: 222 positive, 65 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 74.2%. The net framing score was 0.77 (defined in Methodology).
74 mentions had no recorded recommendation. Of recorded recommendations, 67.61% were Top 3 and 23.47% were first-place.
From October 2026 to November 2026, Axos Bank's mention count fell from 854 to 287, while its recommendation count fell from 793 to 213. The recommendation rate was 42.61% and 31.98% respectively.
Axos Bank ranks third, with roughly three-quarters of its mentions also carrying a recommendation and largely positive wording. Its first-place share among recommendations is moderate, sitting between Relay's rarity and Bluevine's concentration. Counts and the recommendation rate were lower than the previous month's recorded results, a comparison limited by differing monthly samples.
Live Oak Bank
Questions This Section Answers
- What do the November 2026 AI answer results show about Live Oak Bank mentions, recommendations and placement?
Live Oak Bank ranks 4 by recommendation count. Mentions: 140 (21.02%); recommendations: 79 (11.86%). Top 3 placements: 58 (8.71%); first-place placements: 15 (2.25%).
Wording about the company: 82 positive, 58 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 56.4%. The net framing score was 0.59 (defined in Methodology).
61 mentions had no recorded recommendation. Of recorded recommendations, 73.42% were Top 3 and 18.99% were first-place.
From October 2026 to November 2026, Live Oak Bank's mention count fell from 436 to 140, while its recommendation count fell from 386 to 79. The recommendation rate was 20.74% and 11.86% respectively.
Live Oak Bank ranks fourth, and its recommendation-to-mention ratio is the lowest among the companies with recorded recommendations. Wording is more mixed than peers, with a notable neutral share, and first-place finishes are uncommon relative to its shortlist appearances. The prior-month comparison shows lower counts and a lower rate, without establishing why.
Regions Bank
Questions This Section Answers
- What do the November 2026 AI answer results show about Regions Bank mentions, recommendations and placement?
Regions Bank ranks 5 by recommendation count. Mentions: 24 (3.60%); recommendations: 17 (2.55%). Top 3 placements: 9 (1.35%); first-place placements: 1 (0.15%).
Wording about the company: 17 positive, 7 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 70.8%. The net framing score was 0.71 (defined in Methodology).
7 mentions had no recorded recommendation. Of recorded recommendations, 52.94% were Top 3 and 5.88% were first-place.
From October 2026 to November 2026, Regions Bank's mention count fell from 50 to 24, while its recommendation count fell from 30 to 17. The recommendation rate was 1.61% and 2.55% respectively.
Regions Bank ranks fifth on a small base of mentions and recommendations, so its ratios should be read with caution. Wording is mostly positive, and about half of its recorded recommendations reached the shortlist. Its recommendation rate was higher than the previous month's recorded figure even as counts fell, a combination the differing samples do not explain.
Always.bank
Questions This Section Answers
- What do the November 2026 AI answer results show about Always.bank mentions, recommendations and placement?
Always.bank ranks 6 by recommendation count. Mentions: 49 (7.36%); recommendations: 0 (0.00%). Top 3 placements: 0 (0.00%); first-place placements: 0 (0.00%).
Wording about the company: 1 positive, 48 neutral, 0 negative mentions. The proportion of mentions that also included a recommendation was 0.0%. The net framing score was 0.02 (defined in Methodology).
49 mentions had no recorded recommendation. Of recorded recommendations, Unavailable were Top 3 and Unavailable were first-place.
From October 2026 to November 2026, Always.bank's mention count rose from 3 to 49, while its recommendation count fell from 3 to 0. The recommendation rate was 0.16% and 0.00% respectively.
Always.bank was mentioned in a modest number of answers but received no recorded recommendations, so its placement counts are also zero and its recommendation-to-mention ratio is undefined rather than missing. Wording is almost entirely neutral, consistent with appearance without endorsement. Its mention count rose from the prior month while recommendations fell to zero, a comparison the samples do not explain.
Earlier ranking snapshot context
Questions This Section Answers
- How do the available Small Business Banking snapshots from October 2026 to November 2026 differ in recommendation coverage and measurement scope?
Company | Oct 2026 | Nov 2026 |
|---|---|---|
Bluevine | 1466 / 1861 (78.77%) | 478 / 666 (71.77%) |
Relay | 1239 / 1861 (66.58%) | 368 / 666 (55.26%) |
Axos Bank | 793 / 1861 (42.61%) | 213 / 666 (31.98%) |
Live Oak Bank | 386 / 1861 (20.74%) | 79 / 666 (11.86%) |
Regions Bank | 30 / 1861 (1.61%) | 17 / 666 (2.55%) |
Always.bank | 3 / 1861 (0.16%) | 0 / 666 (0.00%) |
Company | Oct 2026 rank | Nov 2026 rank |
|---|---|---|
Bluevine | 1 | 1 |
Relay | 2 | 2 |
Axos Bank | 3 | 3 |
Live Oak Bank | 4 | 4 |
Regions Bank | 5 | 5 |
Always.bank | 6 | 6 |
Only months with verified results are shown. Monthly sample coverage is listed in Methodology.
The earlier snapshot is a separate sample of AI answers, not a like-for-like panel, so month-to-month counts and rates should be read as recorded comparisons rather than evidence of stability or change in standing. Rank order was identical across the two months shown, but that alone does not establish persistence, and the differing answer totals limit direct comparison.
AI recommendation trend
Observed recommendation rate (%), Oct 2026 to Nov 2026
- Bluevine-7.0%Oct 202678.8%Nov 202671.8%
- Relay-11.3%Oct 202666.6%Nov 202655.3%
- Axos Bank-10.6%Oct 202642.6%Nov 202632.0%
- Live Oak Bank-8.9%Oct 202620.7%Nov 202611.9%
- Regions Bank+0.9%Oct 20261.6%Nov 20262.5%
- Always.bank-0.2%Oct 20260.2%Nov 20260.0%
What the November Rankings Show
These measures answer different questions. Mentions show appearance; recommendations show affirmative endorsement; placements show position within endorsements; framing shows wording. A company can be visible without being endorsed, endorsed without ranking first, or described neutrally without any recommendation. Together they describe the reviewed answers, not customers, sales or company quality, and they do not explain why any pattern occurred.
Methodology
Questions This Section Answers
- How were the November 2026 Small Business Banking AI visibility measures counted, and what do they not establish?
This benchmark has partial coverage: 1 of 3 planned question categories contributed usable observations; 2 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; 6 tracked companies. AI services represented: ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity.
Research screening totals (answer observations can include repeated questions):
Screening measure | Count |
|---|---|
Answers included in the benchmark | 666 |
Answers marked relevant during screening | 709 |
Answers marked reserved (screening label) | 43 |
Answers marked irrelevant during screening | 91 |
Captured answer observations | 800 |
Distinct questions | 550 |
Answer observations marked as mentioning a brand | 800 |
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:
Reporting month | Answers included | AI services covered | Services |
|---|---|---|---|
Oct 2026 | 1861 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
Nov 2026 | 666 | 6 | ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity |
The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.
Coverage is partial: only one planned question category contributed usable observations, so findings apply to the available answer set rather than the whole market. The reporting month labels the period, but exact collection dates are unverified. Each company counts at most once per qualifying answer, and placement results are nested within recommendations. Net framing and recommendation-to-mention ratios describe answer wording, not customer satisfaction or conversion.
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