How AI Search Is Recommending Women’s Clothing Rental: Monthly Trends

Executive Summary

The category leader held in October 2026, and it held with room to spare. Rent the Runway finished the month at 78.6 percent valid recommendation coverage, ahead of Nuuly at 76.3 percent, a 2.3 point gap at the top of the benchmark. Across the full September 2026 to October 2026 series, no tracked brand recorded a significant move in either direction, and the category leader remained unchanged from the prior month.

The strongest upward mover by raw change was Rent the Runway, up 3.9 points from 74.7 percent in September 2026 to 78.6 percent in October 2026. Its top-three placement rate rose from 70.1 percent to 74.6 percent, and its rank-one rate held essentially flat, down 0.4 points to 41.0 percent. Nuuly, the second brand by coverage, moved up 2.6 points from 73.7 percent to 76.3 percent, with its rank-one rate up 5.1 points to 31.6 percent, the larger placement gain of the two.

The sharpest decliner was Vivrelle, down 2.8 points from 12.0 percent in September 2026 to 9.2 percent in October 2026. Armoire Clothing Rental and FashionPass both moved upward without reaching significance, up 3.4 points to 49.9 percent and up 3.8 points to 36.6 percent respectively. BNTO edged down 0.2 points to 0.5 percent.

Set against the two-month series, October 2026 is a quiet month. All six tracked brands are classified stable, no brand crossed its movement threshold, and the benchmark registered no significant risers or decliners. What the month does show is a widening separation between the high-coverage brands and Vivrelle, which sat 69.4 points behind Rent the Runway in October 2026, a gap that grew by 6.7 points across the series.

Each monthly run begins with 800 prompt-surface observations across the benchmark's defined AI/search surface universe. In September 2026 those resolved into 508 unique questions; in October 2026, 481 unique questions. In both months, 800 prompts mentioned a tracked brand or competitor. Of those, 708 were relevant and 92 were irrelevant in September 2026, and 698 were relevant and 102 were irrelevant in October 2026. The public metrics use the qualified observations that survive both qualification stages: 415 in September 2026 and 393 in October 2026.

Key Findings

AI Response Inconsistency Alerts

The benchmark's conflict review detected 40 critical or high-severity factual inconsistencies across 8 AI platforms in the current period.

Rent the Runway

The largest cluster of conflicting information concerned Rent the Runway, with 19 critical or high-severity inconsistencies spread across ChatGPT, Copilot, Gemini, AI Overviews, AI Mode, and Perplexity.

On the topic of profitability, a critical-severity conflict was recorded: when asked "How is Rent the Runway doing?", AI Overviews reported a Q2 net loss of $26.4 million, citing Yahoo Finance and Stocktwits coverage, while Gemini stated the company posted a positive net income of $22.6 million, citing Retail Dive, Wikipedia, and Customer Experience Dive. The flagged source on the Gemini side was a Yahoo Finance page stating the company swung into the black at $22.6 million net income from a $69.9 million loss in 2024.

On quarterly financial results, AI Overviews reported Q2 net loss of $26.4 million, revenue of $80.9 million, and 146,373 subscribers, while Perplexity reported Q1 2026 revenue of $89.9 million, up 29.2 percent, with roughly 155,692 subscribers. The flagged source on the Perplexity side was the company's own first-quarter earnings release filed with the SEC.

On revenue, AI Overviews stated revenue ticked up 2.5 percent to $80.9 million year over year, while Gemini stated nearly $330 million in revenue. The flagged source on the Gemini side was a Yahoo Finance page reporting revenue rose 7.7 percent year over year to nearly $330 million.

Subscription pricing produced the densest set of conflicts. When asked "How much does Rent the Runway cost per month?", AI Overviews stated monthly memberships range from $129 to $275, while Perplexity stated roughly $69 to $235. Asked "How much is an RTR membership?", AI Overviews stated $129 per month for 5 items, $164 per month for 10 items, and $275 per month for 20 items, while Perplexity stated about $89 for a smaller plan, $135 for a mid plan, and $199 for a larger plan. Asked "Is Rent the Runway worth it?", AI Overviews put the 10-item plan near $144 per month while Copilot put it at $164, and AI Overviews put the 5-item plan near $94 after introductory rates while Copilot put it at $109 to $129. Asked "What's the best clothing rental subscription?", AI Overviews stated a starting price of $94 per month, citing Vogue and Wirecutter, while AI Mode stated $129 per month, citing Byrdie, InStyle, and Vogue. Asked "Is Nuuly or RTR better for maternity?", AI Overviews stated memberships start around $94 per month while AI Mode stated plans start around $159 per month for 4 items at a time. Asked whether renting from the brand is worth it, AI Overviews stated monthly fees range from $94 to $144 or more while Perplexity stated $129 to $275, and Copilot separately stated roughly $129 to $164. Asked "Is there a clothing rental like Nuuly?", Gemini stated multi-item tiers starting around $129 per month while Copilot stated $94 per month, citing Elle and Vogue. Asked "Which clothing subscription is the cheapest?", ChatGPT stated $129 per month for 5 items while Gemini stated a start around $89 to $94 per month for a single shipment. Asked "How much do clothing rentals cost?", ChatGPT stated a start at $129 per month for 5 items with larger plans at $164 and $275, while Copilot stated $95 per month for 4 items or $145 per month for 8 items, citing a cost-per-wear analysis. Asked "How much does RTR cost?", AI Overviews stated the most affordable monthly plan is $129 while Perplexity stated typical starting plans are around $94. Asked "Which clothing rental is the best?", AI Overviews stated plans generally start around $129 per month while Copilot stated memberships start around $94 to $109 per month for 5 items.

FashionPass

Nine high-severity inconsistencies concerned FashionPass, spanning ChatGPT, Copilot, Gemini, AI Mode, and AI Overviews.

On monthly price, ChatGPT stated $125 per month, citing the company's how-it-works page, while Copilot stated roughly $59 to $89 per month depending on plan. The flagged source on the Copilot side was the company's own how-it-works page showing $125 per month with a limited-time $59 introductory offer. Asked "How much does FashionPass cost?", AI Overviews stated the standard subscription costs $125 per month, while Copilot stated the service costs between about $79 and $125 per month depending on plan, with lower tiers around $79 to $94 and a mid-tier around $109.

On items per month, ChatGPT stated 10 clothing items per month across two five-item orders while Copilot stated $125 per month for 5 items plus 1 accessory. Asked whether FashionPass is better than Nuuly, AI Overviews stated 5 clothing items plus 1 accessory per order while AI Mode stated around $125 per month for 10 clothing items plus accessories broken into two shipments of 5 items.

Swap and order-limit policy produced several conflicts. Copilot stated unlimited swaps with no late fees while Gemini stated all-or-nothing returns, where the entire box must be returned before the next order. Asked "Is FashionPass legit?", AI Mode stated unlimited swaps with multiple shipments per month depending on plan while AI Overviews stated the standard plan is capped at two shipments per month, citing the company's own how-it-works page. Asked "Which is better, Nuuly or FashionPass?", ChatGPT stated two separate 5-item shipments per month (limited swaps) while Copilot stated unlimited swaps, and ChatGPT separately stated 2 orders per month while Gemini stated multiple times a month.

Nuuly

Seven high-severity inconsistencies concerned Nuuly, spanning ChatGPT, Copilot, Gemini, AI Mode, AI Overviews, and Perplexity.

On monthly price, when asked about drawbacks of using the service, AI Mode stated around $88 per month while Copilot stated around $98 per month. AI Overviews separately stated a $98 monthly fee while AI Mode stated around $88 per month, in both cases for the same question. The flagged sources included Nuuly review pages on both sides of the conflict.

On shipping, when asked "Does Nuuly or Rent the Runway ship faster?", ChatGPT stated Rent the Runway is usually faster, citing the company's own comparison page, while Copilot stated Nuuly generally ships faster. ChatGPT stated standard delivery can take up to 5 business days while Copilot stated most orders arrive in 2 to 3 business days. On purchasing without a subscription, AI Overviews stated items cannot be bought directly without an active subscription, while Perplexity stated purchases are allowed though a subscription is generally needed to access the buy option, citing the company's bonus-items purchasing help page.

On promotions, Perplexity stated the promo code RENT1515 gives $15 off the first two months on the standard $98 plan, citing Condé Nast Traveler and the company's current-promotions page, while Gemini stated the code TRYNUULY gives $28 off the first month, dropping the $98 price to $70.

Armoire Clothing Rental

Four high-severity inconsistencies concerned Armoire Clothing Rental, spanning ChatGPT, Copilot, and AI Overviews, all on pricing.

Asked "How much does armoire clothing cost?", ChatGPT stated $129 per month for the 7-item plan while Copilot stated around $119 per month, and ChatGPT separately stated $89 per month for the 4-item plan while Copilot stated around $79. Asked "Is Armoire clothing rental worth it?", ChatGPT stated $129 per month for 7 items while Copilot stated $119 for 7 items, the flagged source being a review stating the mid-tier option includes 7 pieces for $119 per month. Asked "What are the best clothing rental companies?", ChatGPT stated $99 for the first month for seven items, then $129, while AI Overviews stated an unlimited plan for $89 per month, citing Vogue.

BNTO

One high-severity inconsistency concerned BNTO. When asked "bnto", AI Overviews stated the service costs $98 monthly, citing the company's how-it-works page, while AI Mode stated rent 6 items for $83 per month with an advertised 15 percent off the first three months, citing the brand's homepage and app listing.

Benchmark Context

The benchmark separates the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified benchmark set, not the raw collection.

These funnel stages set the denominator used throughout the benchmark; the metrics below are calculated against the qualified observation counts shown above.

Benchmark-Level Metrics

The qualified observation count moved from 415 to 393 between the two months, while the relevant-observation pool shifted from 708 to 698. The share of qualified observations that produced a valid recommendation shortlist rose from 75.7 percent in September 2026 to 78.9 percent in October 2026, indicating AI systems returned a usable recommendation set more often in the current month even on a smaller qualified base.

AI Recommendation Trend

Questions This Section Answers

• Which women's clothing rental brand leads the AI recommendation benchmark in October 2026?
• How close is the gap between the top two brands by valid recommendation coverage?

Rent the Runway Leads, With Nuuly Closing to a 2.3 Point Gap

No single brand exceeded normal month-to-month variation between September 2026 and October 2026. The category-level picture came from the combination of several smaller movements rather than one decisive shift, with four brands up modestly and two down modestly on the same qualified base.

What Changed This Month

Questions This Section Answers

• Which brand saw the largest coverage gain and the largest decline this month?
• Why did FashionPass gain recommendation coverage without gaining top-three placement?

Rent the Runway

Rent the Runway finished October 2026 at 78.6 percent valid recommendation coverage, up 3.9 points from 74.7 percent in September 2026. That is the largest raw coverage gain in the category this month, and the benchmark classifies the result as stable rather than a break in the series.

Placement followed coverage only partly. Top-three placement rose from 70.1 percent to 74.6 percent, a gain of 4.5 points. Rank-one placement held, at 41.4 percent in September 2026 and 41.0 percent in October 2026, down 0.4 points. Raw mention presence ended at 99.2 percent in October 2026, meaning the brand was present in nearly every qualified answer while rank-one credit stayed near its September level.

The distinction to note is that presence and coverage are near the ceiling while rank-one authority is not. A brand can be named in almost every answer and still lose the top slot to another option. With 309 valid recommendations in October 2026, the gap between being named and being placed first is where the remaining movement lives.

Highest-priority diagnostic: which specific prompts and surfaces convert presence into rank-one placement, and which competitor holds the top slot on the prompts where Rent the Runway is named but not ranked first.

Nuuly

Nuuly ended October 2026 at 76.3 percent valid recommendation coverage, up 2.6 points from 73.7 percent in September 2026, the second-largest raw gain this month.

Placement moved more than coverage here. Top-three placement rose 3.5 points from 71.8 percent to 75.3 percent, and rank-one placement rose 5.1 points from 26.5 percent to 31.6 percent, the larger of the two top-of-category rank-one gains this month. Raw mention presence slipped 1.4 points from 96.1 percent to 94.7 percent while coverage and placement both rose.

The distinction this month is that Nuuly gained rank-one authority faster than it gained coverage, on a slightly smaller base of raw mentions. With 300 valid recommendations in October 2026, the brand sits 2.3 points behind the leader by coverage and 9.4 points behind on rank-one placement, so the two positions diverged rather than converged.

Highest-priority diagnostic: which prompts drove the rank-one gain while raw mentions fell, and whether that concentration sits on a small set of high-intent questions.

Vivrelle

Vivrelle finished October 2026 at 9.2 percent valid recommendation coverage, down 2.8 points from 12.0 percent in September 2026, the largest raw decline this month. Raw mention presence fell 3.8 points, from 14.5 percent to 10.7 percent.

Placement declined in step. Top-three placement fell 0.6 points from 2.4 percent to 1.8 percent, and rank-one placement held at 0.2 percent in both September 2026 and October 2026. In absolute terms, Vivrelle recorded 36 valid recommendations in October 2026 against 50 in September 2026, and 7 top-three placements against 10.

The distinction for a brand at this scale is that small counts move percentages sharply. A swing of a few recommendations changes the coverage figure by points, so the month-to-month reading should be treated as directional rather than structural. The wider category signal is the separation between Vivrelle and the higher-coverage brands: the gap to Rent the Runway widened by 6.7 points across the series, to 69.4 points in October 2026.

Highest-priority diagnostic: whether the decline concentrates on a small set of prompts where a competitor displaced the brand, or reflects a broader drop across the qualified base.

Armoire Clothing Rental

Armoire Clothing Rental ended October 2026 at 49.9 percent valid recommendation coverage, up 3.4 points from 46.5 percent in September 2026. Raw mention presence rose 0.9 points from 52.8 percent to 53.7 percent. Top-three placement rose 3.4 points from 38.6 percent to 42.0 percent, while rank-one placement moved 0.3 points from 0.2 percent to 0.5 percent, from 1 rank-one recommendation to 2, on 196 valid recommendations in October 2026.

Rent the Runway records 78.6 percent on valid recommendation coverage, while Armoire Clothing Rental stands at 49.9 percent, a 28.7 point gap. The gap is sharper on rank-one placement: Rent the Runway holds 41.0 percent and Nuuly holds 31.6 percent, compared with 0.5 percent for Armoire Clothing Rental. Armoire Clothing Rental is named in over half of qualified answers and placed in the top three in 42.0 percent of them, yet it converts to the first-choice recommendation in only 2 of 196 valid recommendations this month. The more important issue is what that gap means for Armoire Clothing Rental's recommendation position: broad presence and solid top-three placement are not translating into the first-choice slot that carries the most commercial weight, and the benchmark does not yet show why.

Highest-priority diagnostic: which prompts place Armoire Clothing Rental in the top three but stop short of rank one, and what evidence source the models weight when making that final ordering between Armoire Clothing Rental and the brands that do win rank one.

FashionPass

FashionPass ended October 2026 at 36.6 percent valid recommendation coverage, up 3.8 points from 32.8 percent in September 2026, the second-largest raw coverage gain after Rent the Runway. Raw mention presence rose 4.0 points from 35.7 percent to 39.7 percent.

Placement did not follow. Top-three placement held at 13.2 percent in both months, and rank-one placement held at 0.5 percent, from 2 rank-one recommendations in October 2026. With 144 valid recommendations in October 2026 against 136 in September 2026, coverage and top-three placement moved apart rather than together.

The distinction is that FashionPass gained reach without gaining placement. More answers now include the brand, but the share of those that place it near the top is unchanged.

Highest-priority diagnostic: which prompts added the brand to the answer set without moving it into the top three, and whether those prompts cluster around comparison questions.

BNTO

BNTO ended October 2026 at 0.5 percent valid recommendation coverage, down 0.2 points from 0.7 percent in September 2026. Raw mention presence fell 0.5 points from 1.0 percent to 0.5 percent. Top-three placement held at 0.2 percent in both months, and rank-one placement was 0.0 percent in both months.

In absolute terms, BNTO recorded 2 valid recommendations in October 2026 against 3 in September 2026, and 1 top-three placement in both months. At this observation count, a change of one recommendation is the whole percentage movement, so the figures should be read as directional. Sentiment by mentions rose to 1.0 in October 2026 from 0.8 in September 2026.

Highest-priority diagnostic: whether the small set of prompts where BNTO appears are the same prompts month to month, and which evidence source surfaces the brand when it appears.

Buyer-Intent Interpretation

Questions This Section Answers

• Which buyer-intent clusters returned qualified observations in October 2026?
• What can the benchmark report about pricing and head-to-head comparison questions from the public data?

The qualified observations in October 2026 fell into the brand recommendation cluster, which carries the category's coverage and placement figures. The pricing and value cluster and the multi-brand comparison cluster returned no qualified observations in the public benchmark this month. That means the benchmark can report where each brand stands on recommendation-shaped answers, but it cannot yet report per-brand pricing or head-to-head comparison rates from the public set. Those commercial questions remain open at the benchmark level.

Brand Opportunity Summary

Questions This Section Answers

• What is the highest-priority diagnostic for each women's clothing rental brand?
• Which brand shows strong top-three presence but minimal rank-one authority?

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

Evidence Behind the Benchmark

Questions This Section Answers

• What data points make up each prompt-level observation?
• Does source presence in AI citations prove causation for recommendation patterns?

The aggregate metrics are built from prompt-level observations, each carrying a query, an AI surface, a recommendation outcome, a rank where one was given, a sentiment reading, and citations where the platform exposed them. 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 CiteWorks Studio AI Visibility Industry Market research program. The canonical research links are:

• AI Visibility Industry Market
• AI Visibility Industry Market Methodology
• AI Visibility Industry Market Metrics
• AI Visibility Industry Market Standards

Report-Specific Interpretation Notes

• The category is small enough that single recommendations shift percentage figures by points, particularly for Vivrelle and BNTO. Their month-to-month readings are directional.
• Public brand-level recommendation percentages are calculated within the qualified benchmark set, which was 415 observations in September 2026 and 393 in October 2026, not the full 800-observation collection.
• Month-over-month movement identifies changes worth investigating. It does not by itself establish the cause of those changes.

Next Step

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

The aggregate percentage answers a narrow question: how often a brand earned recommendation credit in qualified AI answers. Beneath it sit the questions the aggregate cannot answer from public data. Which high-intent prompts does a brand win, and which does it lose. When a brand is named but not recommended, which competitor takes the slot. What attributes do AI systems associate with each option when they describe it. Which external sources shape those descriptions.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. That is a company-level exercise, not a benchmark-level one.

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