How AI Search Is Recommending Personal Loans: Monthly Trends

The August 2026 analysis of the personal loan vertical examined 616 AI answer observations across six platforms: ChatGPT, Microsoft Copilot, Google Gemini, Google AI Mode, Google AI Overviews, and Perplexity. This current benchmark was measured against the prior July 2026 snapshot, which captured 77 observations on a single platform, ChatGPT. The analysis tracked seven brands (Avant, Best Egg, LendingClub, Prosper, SoFi, Upgrade, and Upstart) and measured how often each appears in AI-generated recommendations.

Executive Summary

The personal loan category recorded meaningful movement in August 2026, with three brands showing sharp declines classified as significant decliners in how often AI systems recommend them. LendingClub, Upgrade, and Upstart all saw their valid recommendation coverage fall substantially from July levels, while SoFi held the leadership position with a stable, if slightly reduced, share.

The most consequential change is LendingClub's decline, which moved from an 80.5% recommendation coverage rate in July to 23.2% in August, a drop of 57.3 percentage points that marks it a significant decliner this month. Upgrade and Upstart also posted significant declines of 27.6 and 29.7 percentage points respectively, moving them from near-universal recommendation coverage to roughly two-thirds of queries.

Four brands remained stable this month: Avant, Best Egg, Prosper, and SoFi. SoFi retained category leadership with a 78.4% current coverage rate; its position did not materially erode even as the broader field compressed. Within that stable group, the range is wide — SoFi's 78.4% and Prosper's 9.7% both carry the "stable" label, but they describe very different competitive positions.

Benchmark Snapshot

The table below summarizes the category-level measurement between the July 2026 baseline and the August 2026 current benchmark.

What Changed This Month

The commercial consequence of August 2026 is that the competitive middle of the personal loan category has thinned out. Three of the seven tracked brands, LendingClub, Upgrade, and Upstart, lost significant recommendation ground this month, and in each case the decline shows up in lower mention and recommendation frequency rather than in worse sentiment. All three retained positive sentiment scores above 0.9, which points to a coverage difference rather than a reputation problem.

The magnitude of the LendingClub move is the headline. Its recommendation coverage fell from 80.5% in July to 23.2% in August, a 57.3-point drop that qualifies as a significant decline this month. Its recommendation top-three rate fell from 42.9% to 11.5%, and its raw mention presence fell from 84.4% to 32.1%. Within the current dataset, LendingClub appears far less often as a default answer for personal loan queries than it did in July.

Upgrade and Upstart show a similar pattern at a smaller scale. Both had raw mention presence above 92% in July; both fell to roughly two-thirds of queries in August (65.1% for Upgrade, 68.2% for Upstart). For Upgrade, rank-one placement held closer to its July level, 6.5% in July compared with 5.4% in August, even as overall coverage fell sharply. Upstart's rank-one rate fell more in line with its broader coverage decline, from 18.2% in July to 6.5% in August.

Trend Table

Methodology

1. The benchmark tracked 616 AI answer observations in August 2026 and 77 observations in July 2026.
2. Observations were collected across six platforms in August: ChatGPT, Microsoft Copilot, Google Gemini, Google AI Mode, Google AI Overviews, and Perplexity.
3. The July baseline was collected on a single platform, ChatGPT, which represents an instrument expansion disclosed for comparability.
4. The primary metric is valid recommendation coverage, defined as the share of AI answers in which a brand receives an explicit recommendation.
5. Supporting metrics include raw mention presence, recommended top-three rate, recommended rank-one rate, and net sentiment score.
6. Movement is evaluated against a per-brand baseline; movements large enough relative to that baseline are classified as significant decliners, significant risers, or stable.
7. Modeled AI Authority Value reflects the relative strength of recommendation placement and is not revenue, pipeline, or demand.
8. The category was analyzed across three buyer stages: discovery and consideration, comparison, and pricing and cost.
9. Median monthly query volume used in the valuation layer fell from 60 in July to 10 in August, and the share of zero-volume queries rose from 11.7% to 27.3%. These shifts affect the modeled value figures below and mean the dollar totals should be treated as provisional rather than a like-for-like comparison.
10. The modeled value is concentrated in a small number of highly weighted observations and should not be interpreted as evidence of broad recommendation momentum.

Key Findings

The three significant decliners in August 2026 carry the commercial weight of this month. LendingClub's coverage fell from 80.5% in July to 23.2% in August, a 57.3-point decline that removed it from the category's recommendation mainstream. Upgrade fell from 88.3% to 60.7%, a 27.6-point decline, and Upstart fell from 93.5% to 63.8%, a 29.7-point decline.

SoFi's leadership position holds, though the composition changed slightly. Its valid recommendation coverage moved from 81.8% in July to 78.4% in August, a 3.4-point decline that keeps it classified as stable. Its top-three recommendation rate moved from 75.3% to 61.9%, and its rank-one rate moved from 51.9% to 44.6%, still the highest rank-one rate of any tracked brand, which is why SoFi retains category leadership with a stable classification this month.

Best Egg posted the most notable gain among stable brands. Its coverage moved from 16.9% in July to 19.2% in August, a 2.3-point change that keeps it classified as stable. Its top-three rate moved from 0.0% to 6.7% this month, the first month Best Egg has appeared in top-three recommendations.

The category's negative sentiment is concentrated in LendingClub. Its net sentiment score fell from about 0.95 in July to about 0.58 in August, and it recorded 29 negative mentions against 143 positive ones. No other brand had more than 7 negative mentions.

Company Comparison

The company comparison table below places the seven tracked brands side by side on the metrics that matter most: how often they are mentioned, how often they are recommended, and the resulting modeled AI Authority Value of their recommendation placement.

The table illustrates a two-tier category. SoFi stands apart with a rank-1 rate of 44.6% and a modeled AI Authority Value of $109,993.60, roughly three times the next highest brand. The middle tier, Upstart and Upgrade, retains meaningful mention presence but has lost the dominant coverage it held in July. The lower tier, LendingClub, Best Egg, Avant, and Prosper, all sit below 33% mention presence.

The commercial pattern here is that rank-one placement is the scarce resource. Upstart and Upgrade still appear in most queries, but SoFi is the brand AI systems most often place first. That rank-one advantage converts directly into a modeled AI Authority Value several times higher than the rest of the field. As noted above, this value figure is provisional given the change in query-volume characteristics between the two months and should not be read as revenue or pipeline.

Company Snapshots

Each tracked brand is treated on the same set of metrics: mention presence, recommendation coverage, rank-one rate, sentiment, and modeled AI Authority Value.

SoFi retains category leadership. Its valid recommendation coverage moved from 81.8% to 78.4% (-3.4 pts, stable), its rank-one rate stands at 44.6% — the highest in the category — and its modeled AI Authority Value of $109,993.60 is more than three times the next-highest brand. Its top-three rate did fall from 75.3% to 61.9%, which is the metric the brand needs to defend going forward.

Upstart is a significant decliner. Coverage fell from 93.5% to 63.8% (-29.7 pts), mention presence fell to 68.2%, and rank-one rate fell from 18.2% to 6.5%. Sentiment remains positive (above 0.9), indicating a coverage problem rather than a reputation problem.

Upgrade is also a significant decliner, moving from 88.3% to 60.7% coverage (-27.6 pts). Its rank-one rate held closer to July levels (6.5% to 5.4%) even as overall coverage fell sharply, suggesting its highest-quality placements were more resilient than its broader presence.

LendingClub posted the category's largest move. Coverage fell from 80.5% to 23.2% (-57.3 pts), top-three rate fell from 42.9% to 11.5%, and mention presence fell from 84.4% to 32.1%. Sentiment also weakened, from roughly 0.95 to roughly 0.58, with 29 negative mentions against 143 positive — more negative volume than any other tracked brand.

Best Egg is stable with the field's most notable gain: coverage moved from 16.9% to 19.2% (+2.3 pts), and it recorded its first-ever top-three appearances this month (0.0% to 6.7%).

Avant is stable, with coverage moving from 20.8% to 18.7% (-2.1 pts). It remains in the lower tier on mention presence (21.1%) and rank-one rate (0.2%).

Prosper is stable, with recommendation coverage moving from 9.1% to 9.7% (+0.6 pts). Mention presence is 11.4%, rank-one rate is 3.7%, and modeled AI Authority Value is $2,441.93 — the lowest figure among the seven tracked brands.

SoFi holds a modeled AI Authority Value of $109,993.60, while Prosper stands at $2,441.93. This indicates a significant gap in recommendation-driven value capture between the category leader and Prosper's current position: SoFi also achieves a valid recommendation coverage rate of 78.4%, compared with only 9.7% for Prosper. Although Prosper's coverage is technically classified as stable month-over-month, that stability is occurring at a level that keeps the brand outside the recommendation mainstream for personal loan queries, and the gap to the category leader has not narrowed.

How the Gaps Between Brands Changed

The August data shows a category where the middle tier has closed in on the lower tier. The gap between Best Egg and LendingClub narrowed from 63.6 points in July to 4.0 points in August, a 59.6-point change. The gap between LendingClub and Prosper narrowed from 71.4 points to 13.5 points, and the gap between Avant and LendingClub narrowed from 59.7 points to 4.5 points.

These narrowing gaps follow directly from LendingClub's decline, since the other three brands' rates were largely unchanged this month. The commercial meaning is that the category no longer has a distinct second tier separate from the lower tier; it has a leader and a field clustered close together.

For brands in the lower tier, the task is not to chase SoFi. It is to establish a clear second position before the field firms up. Best Egg, Avant, and Prosper are now within a few points of each other, and the brand that earns consistent top-three placement in the coming months can capture the visible runner-up slot.

Why Visibility Is Not Enough

Upstart is the clearest illustration of why raw visibility does not equal recommendation authority. Its mention presence rate of 68.2% means AI systems reference it in more than two of three queries, yet its rank-one rate is 6.5% and its modeled AI Authority Value is $34,800.92. Compare that to SoFi, which is mentioned in 83.6% of queries but ranks first in 44.6% of them, producing a modeled AI Authority Value of $109,993.60.

The gap between mention presence and rank-one rate is the gap between being known and being preferred. AI systems commonly list Upstart as an option but place SoFi first more often. The benchmark cannot establish why the systems place SoFi first more often; it can only report the current output distribution.

The same distinction applies to LendingClub, whose mention presence fell to 32.1%. Losing visibility is a different measurement than losing preference, and the two describe different problems. A brand that is mentioned but not ranked first has a preference gap; a brand that is barely mentioned at all has a presence gap. Prosper's 11.4% mention presence places it at the presence-gap end of this spectrum: the more immediate task is building enough source coverage to be mentioned consistently, before rank-one placement becomes a relevant question.

What Brands Need to Fix

For LendingClub, Upgrade, and Upstart, all three saw significant drops in how often AI systems recommend them this month. The benchmark cannot identify why the drop occurred, but the recommended path is to audit which sources currently shape AI answers for personal loan queries and work to restore presence in the most-cited comparisons and guides.

For SoFi, the priority is defending the rank-one position. Its top-three rate fell this month even though its overall coverage held near July levels. The task is to reinforce the sources that support SoFi's placement, so that the rank-one rate, currently at 44.6%, does not erode further.

For the stable lower-tier brands, Best Egg, Avant, and Prosper, the opportunity is to capture the runner-up position. Each is now within a few points of the others, and the category has room for a clear second name. Best Egg's first top-three appearances this month suggest the path is open.

For thin-coverage brands, the priority is establishing a baseline. Prosper sits at a 9.7% coverage rate with mention presence at 11.4%, meaning it is largely outside the AI recommendation conversation. The first task is to build enough source presence to become a consistent option, particularly in the comparison-stage queries where competitors currently appear and Prosper generally does not.

How CiteWorks Studio Helps

CiteWorks Studio is the interpretation and strategy partner for brands navigating the LLM Authority Index. We work in three steps to improve your positioning in AI-generated recommendations.

1. Map your AI recommendation visibility. We identify where your brand currently appears in AI answers across the major platforms and quantify your share of recommendation coverage, rank placement, and sentiment.
2. Identify the sources shaping AI answers. We trace which web sources, reviews, comparisons, and guides are actually cited by the AI systems that answer personal loan queries, so you know exactly where your presence is strong and where it is missing.
3. Build the citation architecture plan. We design a plan to increase how often AI systems can cite your brand in a positive and prominent position, with the goal of converting visibility into rank-one recommendation authority.

Commercial Takeaway

The August 2026 benchmark shows a personal loan category where SoFi holds a decisive lead and the remaining brands are clustered within a few points of each other, following significant declines for three previously dominant brands. For the decliners, this is the month to diagnose what changed in the source ecosystem feeding AI answers; for the lower tier, it is the month to work toward the open runner-up position before the field firms up.

The commercial consequence of the data is that AI recommendation authority is currently concentrated in one brand. SoFi commands a rank-one rate of 44.6% and a modeled AI Authority Value of $109,993.60, more than three times the nearest competitor. That value figure reflects recommendation-stage visibility, not revenue, and it should be read with the query-volume caveats noted in the methodology above.

For decision makers, the lesson is that AI recommendation positioning is not static and cannot be assumed from prior-month standing. The brands that led coverage in July are not the same brands leading in August, and the shift happened in a single month. Brands that act on this benchmark data now, whether to defend a lead, recover from a significant decline, or work toward the open runner-up slot, are positioned to influence the category's recommendation order in the months ahead.

Start With Your AI Authority Position

The next benchmark will show whether this month's shifts persist or move again. Book a strategy session to review your brand's position in the LLM Authority Index and build the remediation plan that fits your current classification.

Benchmark Source

This comparison is based on the July 2026 and August 2026 LLM Authority Index benchmarks for the personal loan category, published by LLM Authority Index. The benchmark tracks 616 AI answer observations across six AI platforms in the current month and 77 observations on a single platform in the baseline month. LLM Authority Index is the benchmark and research authority; CiteWorks Studio provides the interpretation, strategy, and remediation partnership.