REI AI Visibility Market Strategy Report - Outdoor Retail and Gear Marketplaces

Mark HuntleyBy Mark HuntleyFounder and CEO
11 minutes read

Key Takeaways

  • REI leads the category in valid recommendation coverage, rank-one rate, and average recommended rank.
  • Perplexity and Gemini are REI’s strongest platforms for first-position recommendations.
  • Copilot shows a wide gap between mention presence and recommendation credit.
  • The current benchmark measures discovery prompts, but not pricing or multi-brand comparison queries.

Answer Capsule

REI is the clear leader in AI-generated recommendations for outdoor retail and gear marketplaces, holding 44.4% valid recommendation coverage in October 2026, up 12.0 points from 32.4% in August 2026. The brand converts its high raw mention presence of 85.5% into recommendation credit more effectively than any tracked competitor, with a rank-one rate of 27.9% and an average recommended rank of 1.60. Its clearest strength is first-position placement across Perplexity and Gemini, while its clearest gap is weak recommendation conversion on Copilot, where it appears in 92.9% of responses but earns valid recommendation credit in only 16.7%. The biggest opportunity is to extend its recommendation dominance into pricing and comparison prompt clusters, which the current benchmark does not yet measure.

Who This Report Is For

This report is for REI's marketing, ecommerce, and brand strategy teams, as well as category analysts tracking how AI research surfaces shape outdoor retail discovery and buyer shortlists.

Report Card

Field

Value

Report type

AI Visibility Company Market Strategy Report

Target company

REI

Category / market studied

Outdoor Retail and Gear Marketplaces

Reporting month

October 2026

AI platforms tracked

6 (ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, AI Mode)

Public high-intent clusters

1 qualified (Best Outdoor Gear and Retailer Discovery)

AI observations analyzed

484 qualified observations from 800 prompt-surface runs

Competitors tracked

9

Executive Summary

REI holds dominant recommendation power in the outdoor retail category. The benchmark shows REI at 44.4% valid recommendation coverage in October 2026, an 11.1 percentage point lead over second-place Bass Pro Shops at 33.3%. This is not a marginal advantage. REI's rank-one rate of 27.9% is more than four times Bass Pro Shops' 6.2%, meaning that when AI systems form a shortlist, REI is not just present but is frequently the first brand named.

The brand's raw mention presence reached 85.5% in October 2026, up from 81.1% in August 2026. Critically, recommendation credit grew faster than raw presence this month. REI added 11.6 points of valid recommendation coverage between September and October 2026 while raw mention presence rose only 4.4 points over the full three-month period. The analysis found that REI converted existing visibility into recommendation credit at a higher rate than any competitor.

REI's strongest platform signal is Perplexity, where it holds a 61.6% valid recommendation coverage rate and a 46.6% rank-one rate. Gemini also shows strong recommendation behavior, with REI earning valid recommendation credit in 68.3% of Gemini responses. These two platforms represent REI's clearest recommendation strongholds.

The clearest platform gap is Copilot. REI appears in 92.9% of Copilot responses but earns valid recommendation credit in only 16.7%. This is a visibility-without-recommendation pattern. The brand is mentioned frequently but is not being shortlisted at a rate consistent with its presence. Copilot's rank-one rate for REI is 7.1%, far below its Perplexity and Gemini performance.

Sentiment framing is strongly positive. REI recorded 252 positive mentions, 162 neutral mentions, and zero negative mentions across 484 qualified observations. The net sentiment score of 0.6087 reflects a brand that AI systems frame favorably when they discuss it.

The benchmark's current public scope covers only the Brand Recommendation buyer-intent cluster. Pricing and Value and Multi-Brand Comparison clusters returned no qualified observations in October 2026. This means the benchmark can confirm REI's dominance in discovery-stage recommendations but cannot yet measure how the brand performs when price or head-to-head comparison is the deciding factor.

What REI Is Winning

Questions This Section Answers

  • How large is REI's valid recommendation coverage lead over Bass Pro Shops and Cabela's?
  • Which platforms deliver REI's strongest recommendation placement and rank-one rates?
  • How does REI's average recommended rank compare with the rest of the category?

REI holds the strongest recommendation position in the category by every primary metric. Its 44.4% valid recommendation coverage leads Bass Pro Shops by 11.1 points, Cabela's by 17.7 points, and Academy Sports + Outdoors by 25.4 points. The brand's lead over Scheels widened from 17.4 points in August 2026 to 28.7 points in October 2026, expanding in every month of the tracked series.

The brand's rank-one rate of 27.9% is the highest in the benchmark by a wide margin. REI was the first recommendation in 135 of 484 qualified observations in October 2026, up from 86 in August 2026. This represents a 57% increase in first-position placements over two months.

REI's average recommended rank of 1.60 is the strongest in the category. When REI receives rank-eligible recommendation credit, it appears at or near the top of the list. No competitor approaches this placement quality. Bass Pro Shops averages 2.48, Cabela's averages 2.74, and Academy Sports + Outdoors averages 3.07.

Perplexity is REI's strongest platform by recommendation behavior. The brand holds 61.6% valid recommendation coverage and a 46.6% rank-one rate on Perplexity, with an average recommended rank of 1.38. Gemini is the second-strongest platform, with 68.3% valid recommendation coverage and a 43.3% rank-one rate.

REI recorded zero negative mentions across all 484 qualified observations. The brand's framing quality is uniformly positive or neutral, with no cautionary or critical language detected in the benchmark data.

Where REI Has the Clearest AI Visibility Gaps

Questions This Section Answers

  • Why does REI appear in nearly all Copilot responses but earn valid recommendation credit in only 16.7%?
  • Which buyer-intent clusters are currently unmeasured for REI in this benchmark?
  • Which competitors are closing the recommendation conversion gap fastest?

REI's most significant gap is recommendation conversion on Copilot. The brand appears in 92.9% of Copilot responses but earns valid recommendation credit in only 16.7%. This 76.2 percentage point gap between presence and recommendation is the widest conversion gap among REI's platform performance. On Copilot, REI is visible but not being shortlisted at a rate consistent with its presence.

The Copilot pattern suggests that AI systems using that platform may be treating REI as a reference point or context anchor rather than as a primary recommendation. The brand is mentioned frequently, but the recommendation structure of Copilot responses does not consistently place REI in a shortlist position.

AI Mode shows a similar but less severe pattern. REI holds 86.1% raw mention presence on AI Mode but only 38.4% valid recommendation coverage. The gap is 47.7 percentage points. While AI Mode recommendation coverage is still the highest in the category, the conversion rate from presence to recommendation is lower than on Perplexity or Gemini.

The benchmark's current scope limitation is also a gap. All 484 qualified observations in October 2026 fell into the Brand Recommendation cluster. The benchmark contains no qualified observations for Pricing and Value or Multi-Brand Comparison intent. This means REI's performance when buyers ask about cost, deals, or head-to-head retailer comparisons is not measured in the current public data.

Competitor displacement risk is concentrated in the discovery cluster. Bass Pro Shops gained 11.3 points of valid recommendation coverage from baseline, Cabela's gained 8.0 points, and Academy Sports + Outdoors gained 7.8 points. While REI's lead remains substantial, competitors are improving their recommendation conversion rates. Bass Pro Shops' single-month gain of 12.3 points from September to October 2026 was larger than REI's 11.6 point gain over the same period.

Biggest Opportunity

Questions This Section Answers

  • What would it take for REI to convert its Copilot visibility into shortlist placement?
  • Which prompt clusters represent REI's clearest path to extending recommendation dominance?

REI's clearest path from reference to recommendation is closing the Copilot conversion gap. The brand already appears in 92.9% of Copilot responses. The opportunity is not to increase visibility but to convert existing visibility into shortlist placement.

This requires understanding which prompt types on Copilot produce REI mentions without recommendation credit. The benchmark data shows that Copilot responses frequently include REI as context but do not consistently position the brand as a recommended option. The prompt families driving this pattern are likely informational or comparative queries where REI is referenced as a market leader rather than surfaced as a direct answer.

The second opportunity is extending REI's recommendation dominance into pricing and comparison prompt clusters. The current benchmark does not measure these clusters, but the category's buyer-intent distribution shows that Pricing and Value and Multi-Brand Comparison questions exist in the broader prompt universe. REI's strong sentiment profile and citation footprint position the brand well to capture recommendation credit when these clusters are measured.

Competitive Landscape

Questions This Section Answers

  • Where does REI lead Bass Pro Shops and Cabela's on top-three and rank-one rates?
  • Which outdoor retailers hold the strongest recommendation positions behind REI?

REI holds the strongest recommendation-stage position in the outdoor retail category, leading on valid recommendation coverage, top-three rate, rank-one rate, and average recommended rank. Bass Pro Shops is the strongest challenger, and Cabela's holds third position with a meaningful gap to the leader.

Brand

Top-3 rate

Rank-1 rate

Avg recommended rank

Sentiment

REI

38.02%

27.89%

1.60

0.6087

Bass Pro Shops

27.69%

6.20%

2.48

0.5083

Cabela's

21.49%

2.69%

2.74

0.4851

Backcountry

15.50%

1.24%

2.43

0.6025

Academy Sports + Outdoors

11.98%

1.45%

3.07

0.4498

Scheels

11.57%

3.31%

2.72

0.4178

Sierra

5.37%

1.65%

3.60

0.6495

Public Lands

3.51%

0.41%

3.26

0.5000

evo

2.89%

1.03%

2.80

0.6000

CampSaver

1.65%

0.00%

3.62

0.7647

Average recommended rank covers rank-eligible recommendations only.

REI's top-three rate of 38.02% is 10.33 percentage points above Bass Pro Shops and 16.53 points above Cabela's. The rank-one rate gap is even wider: REI's 27.89% is 21.69 points above Bass Pro Shops and 25.20 points above Cabela's. The table shows that REI is not just recommended more often but is placed first far more often than any competitor.

Prompt Evidence

Perplexity / Best Outdoor Gear and Retailer Discovery Prompt: "What is the largest sporting good store in the US?" Result: REI was the first recommendation, with Perplexity citing rei.com as a primary source.

Copilot / Best Outdoor Gear and Retailer Discovery Prompt: "What are the biggest sports store chains?" Result: REI was mentioned as a major retailer but was not placed in the top-three recommendation positions, illustrating the Copilot conversion gap.

Gemini / Best Outdoor Gear and Retailer Discovery Prompt: "Which waterproof hiking boots are best rated?" Result: REI was recommended in the top three, with Gemini surfacing the brand as a primary destination for hiking footwear.

AI Mode / Best Outdoor Gear and Retailer Discovery Prompt: "What is the best cooler for keeping ice the longest?" Result: REI appeared in the response but was positioned as a general retailer reference rather than a specific recommendation for the product category.

What CiteWorks Studio Would Do Next

Phase 1: AI Visibility Market Discovery Audit Map REI's prompt-level performance across all six AI platforms, identifying which prompt families produce recommendation credit and which produce mention-only visibility.

Phase 2: Recommendation Readiness Plan Prioritize the Copilot conversion gap and the AI Mode presence-to-recommendation gap, with specific targets for improving shortlist placement on each platform.

Phase 3: Owned Answer Layer Buildout Strengthen REI's owned content to provide clearer recommendation signals for AI systems, particularly for product-category prompts where the brand is currently mentioned but not shortlisted.

Phase 4: Citation / Authority Layer Development Expand REI's citation footprint beyond rei.com to include third-party sources that AI systems use to validate recommendation claims, particularly for pricing and comparison contexts.

Phase 5: Monthly AI Visibility and Recommendation Tracking Track REI's recommendation coverage, rank-one rate, and platform-level conversion metrics month over month, with alerts for competitor displacement in high-intent prompt clusters.

Why This Matters

AI presence alone is not enough. REI appears in 85.5% of qualified observations, but its valid recommendation coverage is 44.4%. The gap between being mentioned and being recommended is where buyer shortlists are formed. A brand that is visible but not recommended is a reference point, not a choice.

The next move is targeted correction of the prompt, page, and citation layers that drive recommendation conversion. REI's Copilot performance shows that high visibility does not automatically produce high recommendation credit. The brand needs to understand which prompts produce mentions without recommendations and build the owned and earned content that converts those mentions into shortlist placements.

Core Metrics

Metric

Value

Mentions

414

Valid recommendations

215

Top 3 recommendation count

184

Rank #1 recommendation count

135

Average recommended rank

1.60

Positive mentions

252

Neutral mentions

162

Negative mentions

0

Raw mention presence rate

85.54%

Valid recommendation coverage

44.42%

Top 3 recommendation rate

38.02%

Rank #1 recommendation rate

27.89%

Net sentiment score

0.6087

Strongest cluster by recommendation behavior

Best Outdoor Gear and Retailer Discovery

Strongest platform by recommendation behavior

Perplexity

Sentiment Score

Sentiment Score = (positive mentions × 1 + neutral mentions × 0 + negative mentions × -1) / total mentions

REI's sentiment score is 0.6087. This is calculated from 252 positive mentions, 162 neutral mentions, and zero negative mentions across 414 total mentions.

This matters because unclassified mention counts are misleading. A brand with 414 mentions could appear strong, but if those mentions are neutral references rather than positive recommendations, the brand is not winning buyer attention. REI's sentiment score shows that when AI systems discuss the brand, they frame it positively more often than neutrally, and never negatively.

Share of voice is a diagnostic metric, not a business KPI. A positive recommendation, a neutral reference, a cautionary mention, and a competitor-displaced mention are not equal. Counting all mentions as wins is bad measurement. REI's zero negative mentions and strong positive-to-neutral ratio indicate that the brand's framing quality is a genuine strength, not an artifact of high mention volume.

Classified sentiment is required before interpreting AI visibility. REI's 0.6087 score places it in the top tier of the benchmark, behind only CampSaver (0.7647) and Sierra (0.6495) among tracked brands. However, CampSaver and Sierra have far fewer mentions, making their scores more sensitive to small sample effects. REI's sentiment score is built on a larger and more reliable mention base.

Sentiment by Platform

Questions This Section Answers

  • Which AI platforms frame REI most positively when they recommend it?
  • On which platforms is REI present but not recommendation-led?

Platform

Mentions

Positive

Neutral

Negative

Sentiment Score

Readout

Perplexity

62

47

15

0

0.7581

Strongest public recommendation signal

Gemini

57

49

8

0

0.8596

Strongest positive framing

AI Overviews

73

45

28

0

0.6164

Strong recommendation presence

AI Mode

130

63

67

0

0.4846

Present, but not recommendation-led

ChatGPT

53

27

26

0

0.5094

Present as context, not recommendation

Copilot

39

21

18

0

0.5385

Present, but not recommendation-led

Methodology

  1. This report is a benchmark-based analysis of REI's AI recommendation performance in the Outdoor Retail and Gear Marketplaces category. It is not a client implementation case study.
  2. The reporting month is October 2026. Baseline comparisons use August 2026 and September 2026 data where available.
  3. Six AI platforms were tracked: ChatGPT, Copilot, Gemini, Perplexity, AI Overviews, and AI Mode.
  4. The benchmark began with 800 prompt-surface observations in October 2026. After qualification, 484 observations were used for all brand-level metrics.
  5. The competitor universe includes ten tracked brands: REI, Academy Sports + Outdoors, Backcountry, Bass Pro Shops, Cabela's, CampSaver, evo, Public Lands, Scheels, and Sierra.
  6. One public high-intent cluster was qualified in October 2026: Best Outdoor Gear and Retailer Discovery. Pricing and Value and Multi-Brand Comparison clusters returned no qualified observations.
  7. Stage 0 extraction retained the query, AI platform, answer, brand outcome, recommendation placement, sentiment, and citations where exposed.
  8. A mention is defined as any appearance of the brand in an AI response, regardless of recommendation context.
  9. A valid recommendation is defined as a response where the brand appeared in a recommendation context with rank-eligible placement. Neutral, cautionary, or listed-only mentions are not counted as valid recommendations.
  10. The qualified denominator of 484 observations differs from the raw collection universe of 800 prompts. All brand-level percentages are calculated within the qualified set only.
  11. The qualified set contracted from 534 observations in September 2026 to 484 in October 2026, so month-over-month percentage comparisons rest on a smaller pool in the current month.
  12. Average recommended rank covers rank-eligible recommendations only. Brands with no rank-eligible recommendations are marked N/A.

See How AI Is Recommending Your Brand

The LLM Authority Index benchmark shows where REI stands in AI-generated recommendations across the outdoor retail category. A company-level AI visibility audit maps the specific prompts, platforms, and citation sources shaping those recommendations, turning benchmark signals into a prioritized strategy for extending recommendation leadership.

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Understanding AI search visibility.

AI search experiences create answers by pulling information from many places online and summarizing it into a single response.

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.
What Is Citation Architecture?
Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
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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