Women’s Clothing Rental: AI Visibility Market Discovery Index

Benchmark Summary

In October 2026, Rent the Runway held the highest valid recommendation coverage in women’s clothing rental at 78.6%, up from 74.7% in September 2026. Nuuly followed at 76.3%, a gap of 2.3 percentage points to the leader. Armoire Clothing Rental recorded the largest coverage increase, rising to 49.9% in October 2026 from 46.5% in September 2026, a gain of 3.4 points. The largest coverage decline came from Vivrelle, which fell to 9.2% in October 2026 from 12.0% in September 2026, a drop of 2.8 points. No brand moved beyond normal month-to-month variation this month. The benchmark began with 800 prompt-surface observations in each month and produced 393 qualified observations in October 2026 after qualification.

Current Benchmark at a Glance

Qualified surface breadth counts the canonical AI surface families with at least one qualified observation in the month: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode. The maximum is six.

For the strategic interpretation of this benchmark, read CiteWorks Studio's analysis of How AI Search Is Recommending Women’s Clothing Rental

Research Scope and Qualification

The public benchmark is narrower than the raw collection universe by design. Each month begins with prompt-surface observations that are filtered and qualified before any brand-level metric is calculated.

Brand-level percentages use the qualified observations as the public denominator, not the raw collection. For details, see AI Visibility Market Discovery Methodology.

Current Brand Standings

Questions This Section Answers

• Who leads the women's clothing rental category in valid recommendation coverage?
• How large is the recommendation coverage gap between Rent the Runway, Nuuly, and Armoire Clothing Rental?
• Which brands trail the leaders across presence, top-three, and rank-one metrics?

How to Read the Standings

• Presence rate is the share of qualified observations in which the brand appeared at all, whether or not it was recommended.
• Valid recommendation coverage is the share of qualified observations in which the brand received a valid recommendation, the primary metric in this benchmark.
• Top-three rate is the share of qualified observations in which the brand was recommended in one of the first three positions.
• Rank-one rate is the share of qualified observations in which the brand received the first recommendation position.
• Net sentiment summarises the balance of positive and negative mentions on a scale where higher is more favourable.

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

Recommendation Coverage Movement

Questions This Section Answers

• Which brands gained or lost recommendation coverage between September and October 2026?
• How does Armoire Clothing Rental's coverage increase compare to Rent the Runway and Nuuly?
• What is driving Vivrelle's decline in recommendation coverage?

Four brands recorded coverage gains between September 2026 and October 2026, while two recorded declines. All six brands are classified as stable, meaning no movement exceeded normal month-to-month variation.

Armoire Clothing Rental: Current Position and Competitive Gap

Armoire Clothing Rental recorded the largest coverage increase of any brand in October 2026, rising to 49.9% valid recommendation coverage from 46.5% in September 2026, a gain of 3.4 points. Its top-three rate also rose to 42.0% from 38.6% over the same period, and its presence rate stood at 53.7% with a net sentiment score of 0.9. On every primary metric in this benchmark, Armoire Clothing Rental holds the third position in the category, behind Rent the Runway and Nuuly.

Rent the Runway records 78.6% on valid recommendation coverage, while Armoire Clothing Rental stands at 49.9%, a material gap of 28.7 percentage points. The more pressing issue sits in placement rather than coverage alone: Rent the Runway reaches first position in 41.0% of qualified observations and Nuuly reaches it in 31.6%, while Armoire Clothing Rental reaches first position in just 0.5%, despite appearing in the top three in 42.0% of observations. Armoire Clothing Rental is being shortlisted by AI surfaces at a meaningful rate, but that shortlist presence is not converting into first-choice recommendations, and a buyer who sees a brand listed third is far less likely to choose it than one placed first. Left unresolved, this recommendation gap limits how much of Armoire Clothing Rental's existing visibility can translate into the outcome that matters commercially.

Highest-priority diagnostic: What is preventing Armoire Clothing Rental's 42.0% top-three presence from converting into a higher rank-one rate than 0.5%, and what would need to change in how AI surfaces describe or rank the brand for that conversion to improve?

Largest Decline: Vivrelle

Vivrelle recorded the largest coverage decline, falling to 9.2% in October 2026 from 12.0% in September 2026, a drop of 2.8 points. Its presence rate declined to 10.7% in October 2026 from 14.5% in September 2026. As with all brands this month, the change is within normal month-to-month variation.

Category Leader: Rent the Runway

Rent the Runway remained the category leader by valid recommendation coverage at 78.6% in October 2026, up from 74.7% in September 2026. It also held the highest rank-one rate at 41.0% in October 2026 and the highest presence rate at 99.2%. No brand displaced it as leader this month.

Recommendation Placement Snapshot

Questions This Section Answers

• Why do Rent the Runway and Nuuly have similar top-three rates but different rank-one rates?
• How often does Armoire Clothing Rental appear in the top three versus first position?

Coverage alone does not show how prominently a brand is recommended. Rent the Runway and Nuuly, the two brands with the highest coverage, showed different first-position profiles despite similar top-three rates. Rent the Runway reached the first position in 41.0% of qualified observations in October 2026, while Nuuly reached it in 31.6%. Armoire Clothing Rental, third by coverage, appeared in the top three in 42.0% of observations but reached first position in just 0.5%. These differences show how close coverage can still hide meaningfully different rates of first-position recommendation.

Buyer-Intent Distribution

Questions This Section Answers

• What types of buyer-intent queries are currently measured in the women's clothing rental benchmark?
• Are pricing and multi-brand comparison queries included in the current qualified observations?

All qualified observations in October 2026 fell into the Brand Recommendation class, which covers discovery and consideration queries where a buyer is seeking recommendations for clothing rental services.

The current public series measures the Brand Recommendation class of discovery and does not yet contain qualified observations in the comparison or pricing and cost classes.

Historical Measurement Record

Evidence and Source Layer

Questions This Section Answers

• What data points are retained from each prompt-level observation?
• Does a brand being cited mean that source caused an AI recommendation?

The benchmark is built from prompt-level observations that retain the query, the AI or search surface, the answer, the brand outcome, the recommendation placement, sentiment, and where exposed, citations or attributable evidence sources. Source presence is evidence about the information environment a buyer may encounter. It is not automatically proof that a source caused a recommendation.

Scope Boundaries

• Does not measure market share or revenue.
• Does not measure attributable sales or conversions.
• Does not capture every possible AI response, only those collected and qualified in each period.
• Does not measure organic-search ranking.
• Does not measure social mention volume.
• Does not cover private or sponsored channels.
• Does not establish causality from a metric movement alone.

Top 10 Cited Domains

Questions This Section Answers

• Which domains are most frequently cited across AI platform responses in women's clothing rental?
• How do first-party brand domains like nuuly.com and renttherunway.com compare to third-party sources in citation share?

Across all AI platform responses in this measurement period, 5,872 citations were observed referencing 1,212 unique domains. The table below lists the ten most-cited domains.

Citations are broadly distributed across the 1,212 unique domains found, with the top ten accounting for a minority of total citations. Three tracked brands’ own domains appear in the top ten: nuuly.com at rank one, renttherunway.com at rank six, and fashionpass.com at rank seven. The remaining top-cited domains are a mix of community platforms, editorial and review publications, and general search infrastructure, suggesting that AI recommendations in this vertical draw on both first-party brand content and third-party evaluation sources.

About This Benchmark

The LLM Authority Index AI Visibility Market Discovery Index is a neutral industry benchmark tracking how AI and search surfaces present and recommend brands within a vertical. Each monthly measurement applies consistent qualification rules and reports presence, recommendation coverage, placement, and sentiment as distinct signals.

• 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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