CiteWorks Studio

How AI Search Is Recommending Storage Units: Monthly Trends

Mark HuntleyBy Mark HuntleyFounder and CEO
9 minutes read

Key Takeaways

  • Extra Space Storage remained the top self storage brand in September 2026 with 28.9% recommendation coverage, leading Public Storage by 2.3 points.
  • Prime Storage was the strongest mover, rising from 2.4% in July to 4.6% in September and nearly closing the gap with SmartStop.
  • SmartStop, Life Storage, and National Storage Affiliates posted the clearest declines, with SmartStop falling 3.2 points over the period.
  • Extra Space Storage kept the lead overall, but its rank-one recommendation rate dropped from 15.5% to 11.3%, indicating weaker first-position placement.

Executive Summary

Extra Space Storage remains the category leader in September 2026, with AI systems featuring the brand in 28.9% of valid recommendations. The gap to Public Storage is 2.3 points, essentially matching the 3.4-point gap recorded in July 2026, after briefly widening to 4.4 points in August.

Prime Storage was the strongest upward mover for the second consecutive month, with valid recommendation coverage rising from 2.4% in July 2026 to 4.6% in September 2026, an increase of 2.2 points that registered as significant and broke the brand's earlier position near the bottom of the category.

The sharpest declines were spread across three brands. Life Storage fell 2.6 points (from 5.1% to 2.5%), SmartStop dropped 3.2 points (from 8.2% to 5.0%), and National Storage Affiliates slid 1.0 points (from 1.0% to 0.0%). SmartStop's slide extended a two-month decline, and all three movements were significant.

The category overall was mixed but quiet in September. No leader-level movement was significant, with Extra Space Storage's 0.6-point baseline decline and its 3.3-point pullback from the August peak both within normal variation.

Each monthly run begins with 800 prompt-surface observations (569 unique questions in July, 640 in August, and 580 in September) across the benchmark's defined AI/search surface universe. Of those, all 800 each month mentioned a tracked brand or competitor; 777 were relevant and 23 were irrelevant in July and September, with 779 relevant and 21 irrelevant in August. The public metrics use the 587 qualified observations in July, 627 in August, and 636 in September that survive both qualification stages.

AI recommendation trend

valid recommendation coverage, Jul 2026 to Sep 2026

0%10%20%30%40%Jul 2026Aug 2026Sep 2026
  • Extra Space Storage28.9%
  • Public Storage26.6%
  • CubeSmart21.2%
  • U-Haul12.6%
  • StorageMart6.1%
  • SmartStop5.0%
  • Prime Storage4.6%
  • Life Storage2.5%
  • Simply Self Storage0.2%
  • National Storage Affiliates0.0%

Key Findings

Signal

September 2026 finding

Category leader

Extra Space Storage at 28.9% valid recommendation coverage, down 0.6 points from July 2026

Leader gap

Extra Space Storage leads Public Storage by 2.3 points, down from a 3.4-point gap in July 2026

Largest riser

Prime Storage up 2.2 points from July 2026, reaching 4.6% coverage

Largest decliner

SmartStop down 3.2 points from July 2026, falling to 5.0% coverage

Rank-one placement shift

Extra Space Storage's rank-one rate fell 4.2 points from 15.5% to 11.3%

Notable gap closure

Prime Storage closed its coverage gap with SmartStop from 5.8 points to 0.4 points

Benchmark Context

The September 2026 benchmark separated the raw collection universe from the qualified analysis set. Brand-level recommendation percentages are calculated within the qualified set of 636 observations.

Research stage

Jul 2026

Sep 2026

What it represents

Source prompt-surface observations collected

800

800

Total prompt-surface runs across the defined AI/search universe

Unique questions

569

580

Distinct questions within the collection

Brand / competitor mentions

800

800

Prompts mentioning a tracked brand or competitor

Relevant prompts

777

777

Prompts relevant to the storage-units vertical

Irrelevant prompts

23

23

Prompts not relevant to the vertical

Qualified benchmark observations

587

636

Observations surviving both qualification stages (public denominator)

Qualified surface breadth

6

6

AI surface families with at least one qualified observation (ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, AI Mode)

These funnel stages define the denominator used throughout this report; the metrics below summarize category-wide movement across the same two months.

Benchmark-Level Metrics

Metric

Jul 2026

Sep 2026

Change

Qualified observations

587

636

+49

Companies tracked

10

10

0

Recommendation-shaped answer share

29.1%

27.0%

Down 2.1 points

Valid recommendation shortlist share

29.0%

27.5%

Down 1.5 points

Category leader by coverage

Extra Space Storage

Extra Space Storage

Stable

August 2026 briefly expanded the qualified set to 627 observations and pushed Extra Space Storage's coverage to a three-month high of 32.2%, but that level did not hold into September.

AI Recommendation Trend

Category Standings by Coverage

Brand

Jul 2026

Sep 2026

Movement

Sep 2026 rank

CubeSmart

23.8%

21.2%

Down 2.6 points

3rd

Extra Space Storage

29.5%

28.9%

Down 0.6 points

1st

Life Storage

5.1%

2.5%

Down 2.6 points

8th

National Storage Affiliates

1.0%

0.0%

Down 1.0 points

10th

Prime Storage

2.4%

4.6%

Up 2.2 points

6th

Public Storage

26.1%

26.6%

Up 0.5 points

2nd

Simply Self Storage

0.0%

0.2%

Up 0.2 points

9th

SmartStop

8.2%

5.0%

Down 3.2 points

5th

StorageMart

8.3%

6.1%

Down 2.2 points

4th

U-Haul

14.8%

12.6%

Down 2.2 points

5th

Category leadership has been stable across all three months, with Extra Space Storage holding first place in July, August, and September despite its pullback from the August peak. The middle of the table, roughly the brands between 5% and 13% coverage, shows the most change: Prime Storage's gain was the only movement confirmed significant on the rise side, while Life Storage, SmartStop, and National Storage Affiliates each posted confirmed significant declines.

What Changed This Month

Extra Space Storage

The leader's 28.9% coverage in September was down 0.6 points from 29.5% in July 2026, and down 3.3 points from its 32.2% August peak. The leadership position itself did not change.

The sharper movement was in placements. Extra Space Storage's rank-one rate fell from 15.5% in July 2026 to 11.3% in September, a drop of 4.2 points. The brand's top-three rate declined more modestly, from 23.3% to 22.0%.

The distinction here matters: Extra Space Storage remains the most-recommended brand by overall coverage, but it is being named first less often. That suggests the brand is still appearing in recommendation shortlists while losing some of its default-first position.

Highest-priority diagnostic: Which specific prompts shifted from naming Extra Space Storage first to placing it second or third, and which brand is taking those rank-one slots?

Prime Storage

Prime Storage was the only significant riser in September, with coverage up 2.2 points from 2.4% in July 2026 to 4.6%. The brand's presence also rose, from 7.8% to 10.4% raw mention presence, though that change was not significant.

The brand's top-three rate rose from 0.7% to 2.0%. Prime Storage held 29 valid recommendations in September out of 636 qualified observations, up from 14 valid recommendations out of 587 in July.

The gap between Prime Storage and SmartStop narrowed every month across the three-month series, from 5.8 points in July to 0.4 points in September. These are small figures, but the directional consistency is notable for a brand that started near the bottom of the tracked set.

Highest-priority diagnostic: Which prompt types are now surfacing Prime Storage, and is the growth concentrated in a particular surface family?

SmartStop

SmartStop's valid recommendation coverage fell 3.2 points, from 8.2% in July 2026 to 5.0% in September, extending a two-month decline that also passed through 6.2% in August. Raw mention presence fell even faster, from 17.2% to 11.3%, a drop of 5.9 points, and the brand's valid recommendation count dropped from 48 (out of 587 qualified observations) in July to 32 (out of 636) in September.

StorageMart records 6.1% coverage in September, compared with 5.0% for SmartStop — a gap that opened up from near-parity in July, when the two brands stood at 8.3% and 8.2% respectively. At the same time, Prime Storage has closed its distance to SmartStop from 5.8 points in July to just 0.4 points in September, having risen every month while SmartStop has fallen every month. The more important issue is what this two-sided squeeze means for SmartStop's recommendation position: one peer has already moved ahead on coverage and a second is on pace to pass SmartStop within the next reporting cycle if both trajectories hold, while SmartStop's own valid recommendation count keeps shrinking.

Highest-priority diagnostic: Are the lost recommendations coming from specific prompt categories, and has any single competitor — StorageMart, Prime Storage, or another brand — absorbed SmartStop's prior placements?

Life Storage

Life Storage's coverage fell 2.6 points from 5.1% in July 2026 to 2.5% in September, a significant decline. The brand's presence dropped even more sharply, from 11.6% to 6.3% raw mention presence, a fall of 5.3 points.

Life Storage held 16 valid recommendations in September out of 636 observations, down from 30 of 587 in July. The majority of the drop happened between July and August, with September up slightly from the August 2.2% reading.

The brand's top-three and rank-one rates were already near zero and stayed there, so the movement is a presence and coverage story rather than a placement-quality story.

Highest-priority diagnostic: Which surfaces reduced their mention of Life Storage, and was the decline tied to a narrower set of qualifying prompts?

National Storage Affiliates

National Storage Affiliates recorded no valid recommendations in September, down from 6 valid recommendations (1.0% coverage) in July 2026, a decline of 1.0 points that extended a two-month slide. Raw mention presence moved the opposite direction over the same period, from 8.0% in July to 9.3% in September, meaning the brand appeared in more responses without any of those appearances converting into a recommendation.

Highest-priority diagnostic: Which prompt types now mention National Storage Affiliates without recommending it, and what would it take to convert that presence into a valid recommendation?

Buyer-Intent Interpretation

Buyer-intent cluster

What it captures

Strategic question

Brand Recommendation

Queries asking which storage provider to choose, usually surfacing a shortlist

Which brand leads when a shopper asks for a direct recommendation?

Pricing & Value

Queries about cost, value, and affordability of storage options

Are budget-oriented queries surfacing a different set of brands?

Multi-Brand Comparison

Queries asking AI to compare two or more named storage providers

Which brand wins when options are explicitly weighed against each other?

All qualified observations in September 2026 fell into the Brand Recommendation class. None of the 636 qualified observations were classified into the Pricing & Value or Multi-Brand Comparison clusters. The public benchmark therefore cannot answer which brand wins on price, value, or direct head-to-head comparison queries. Those commercial questions remain outside the scope of this month's published evidence.

Brand Opportunity Summary

Brand

Sep 2026 coverage

Current signal

Highest-priority diagnostic

CubeSmart

21.2%

Stable, down 2.6 points from July

Which prompts drove the pullback from the 23.8% July level?

Extra Space Storage

28.9%

Stable leader, rank-one rate down

Where did the lost rank-one placements go?

Life Storage

2.5%

Significant decliner, presence down sharply

Which surfaces dropped Life Storage mentions?

National Storage Affiliates

0.0%

Significant decliner, no valid recommendations

Did any prompt class still mention the brand without recommending it?

Prime Storage

4.6%

Significant riser, two-month streak

Which surface or prompt type is driving the gains?

Public Storage

26.6%

Stable second, gap to leader narrowed

Can the brand convert its strong presence into more rank-one slots?

Simply Self Storage

0.2%

Stable, minimal coverage

Is the brand's limited presence tied to a specific query set?

SmartStop

5.0%

Significant decliner, two-month slide, now trailing StorageMart and nearly tied with Prime Storage

Which competitor is absorbing its lost placements?

StorageMart

6.1%

Stable, down from August level, now ahead of SmartStop

Which prompts account for the presence decline, and does it track with the coverage dip?

U-Haul

12.6%

Stable, top-three rate down

Which prompts moved U-Haul out of top-three positions?

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

Evidence Behind the Benchmark

The aggregate metrics are built from prompt-level observations capturing the query, the AI surface, the 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

  • Small-count movements: brands like Simply Self Storage and National Storage Affiliates operate on tiny absolute valid-recommendation counts (1 and 0 in September respectively), so their percentage movements reflect a handful of observations and should be read with caution.
  • Qualified denominator: all percentages are calculated against the qualified benchmark set (636 observations in September), not the raw 800-prompt collection, meaning some surfaced content is excluded from the public metrics.
  • Directional analysis: 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.

Beneath the aggregate percentage sit the questions that matter most for strategy: which high-intent prompts a brand wins, which competitor takes the recommendation when a brand loses, what attributes AI systems associate with each option, and which external sources are shaping those answers. A brand that holds 28.9% coverage needs to know whether it is winning every prompt type or dominating one class while ceding others.

A company-specific AI visibility audit maps those prompt, surface, competitor, ranking, sentiment, and evidence-source patterns into a prioritized visibility strategy. It turns the benchmark's directional signal into an action plan.

Request an AI visibility audit

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What Is AI Citation Intelligence?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
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What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

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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