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Outdoor Research

outdoorresearch.com · Retail

Ranked 413 of 2,047 companies in the study

40Overall score
  • Visibility12
  • Citations1
  • Sentiment81
  • Site quality87
  • AI readiness57
What this means for Outdoor Research

AI assistants name Outdoor Research in 11.7% of answers, more often than the typical company in its sector. Its overall score is 40 out of 100, which ranks 413th of 2,047 in the study. The website passes 8 of 14 technical checks for readiness with AI tools.

We asked 15 unbranded questions about the retail market: none named Outdoor Research. AI assistants named it in 7 of 60 answers (11.7%). The typical retail company is named in 6.7% of answers. By how often it is named, Outdoor Research ranks 234 of 640 in its sector.

Named by AI in
11.7%
7 of 60 answers
Share of mentions
12.1%
compared with 5 rivals
AI readiness
8/14
technical checks passed. Typical for its sector: 3
Rank in its sector
131 of 640
by overall score, where the typical retail company scores 34
How Outdoor Research compares with all 2,047 companies

Every dot is a company in the study. Hover one to see it; click to open its report.

This companySame sectorEvery other companyNever named

What makes up the score

Five parts, each scored out of 100.

Visibility
12

How often AI assistants name the company

Citations
1

How often AI uses the company's own website as a source

Sentiment
81

How positively AI describes the company

Site quality
87

How well built the website's own pages are

AI readiness
57

How easily AI tools can read and use the website

Visibility is calculated from the answers on this page. How the score is built.

Compared with retail

640 companies in this sector. The line on each bar is the typical company.

Overall score40
Ranks 131 of 640. Typical company: 34
Named in answers12%
Ranks 234 of 640. Typical company: 7%
AI readiness57
Ranks 79 of 640. Typical company: 29
What Claude actually said

An answer that names the company

“What is the typical price range for high-end climbing gloves in the US?”

I'll search for current pricing information on high-end climbing gloves in the US.Based on the search results, here's what I found about high-end climbing glove pricing in the US:

High-end climbing gloves like the Outdoor Research Arete Modular Gore-Tex 3-Finger Gloves are priced around $89.99, while the C.A.M.P. Geko Ice Pro Glove retails for $149.95.

For comparison, many climbing gloves fall into the $50.00 to $99.99 price range, with standard options like Metolius and Black Diamond models typically priced in the $40-$60 range.

So the typical price range for high-end climbing gloves in t …

The AI’s answer as we received it, shortened and not checked for accuracy.

Also named
Patagonia18Arc'teryx6Mountain Hardwear5The North Face3Marmot2
Share of mentions

How the mentions in these answers were split between this company and its rivals

Patagonia
32.1%
Arc'teryx
30.2%
Outdoor Research
13.2%
Mountain Hardwear
13.2%
The North Face
5.7%
Marmot
5.7%
Which AI assistants named the company

Answers naming it, out of answers received

Claude
2/15
Gemini
2/15
Perplexity
2/15
OpenAI
1/15
Ready for AI agents

What this website publishes for an AI agent to read, use and buy from, on a scale of six levels.

  1. 0
  2. 1
  3. 2
  4. 3
  5. 4
  6. 5

Level 1: Basic web presence. Two of robots.txt, a sitemap and Link headers are in place.

To reach level 2:
  • Content Signals
Can an AI agent buy here?

Yes. Outdoor Research publishes a UCP profile, a file that tells an AI agent how to buy, and it includes checkout.

  • UCPPublished
  • ACPNot present
  • AP2Not present
  • x402Not present
  • MPPNot present

The page also offers an agent tools inside the browser: add to cart, proceed to checkout, update cart lines.

The shop runs on Shopify.

Show every check, for your technical team
Discoverability
77 of 100
  • robots.txtPassed

    A valid robots.txt with crawl rules at the site root.

    study: 92.0%
  • SitemapPassed

    An XML sitemap listing the pages, ideally referenced from robots.txt.

    study: 86.8%
  • Link headersNot met

    Send Link headers such as rel="api-catalog" or rel="describedby" on the homepage.

    study: 0.3%
  • DNS for AI DiscoveryNot present

    Advertise agent endpoints with SVCB records under _agents.

    study: 5.5%
Content accessibility
50 of 100
  • Markdown negotiationNot met

    Return a markdown version when asked with Accept: text/markdown, for example at the CDN.

    study: 1.9%
  • llms.txtPassed

    An llms.txt that tells language models what the site offers.

    study: 25.1%
Bot access control
32 of 100
  • AI bot rulesPartly met

    Add explicit robots.txt groups for the main AI crawlers.

    study: 93.4%
  • Content SignalsNot met

    Add a Content-Signal line for search, ai-input and ai-train to robots.txt.

    study: 1.4%
  • Web Bot AuthNot present

    Only relevant if you run your own agents or crawlers: publish a signing key directory.

    study: 0.2%
APIs, auth and MCP
27 of 100
  • API CatalogNot met

    List public APIs in a linkset at /.well-known/api-catalog.

    study: 0.3%
  • OAuth discoveryPassed

    OpenID Connect or OAuth metadata agents can use to sign in.

    study: 11.8%
  • OAuth Protected ResourcePassed

    Metadata telling agents which authorization server to use.

    study: 10.3%
  • auth.mdNot met

    Publish an auth.md describing how agents sign in.

    study: 0.0%
  • MCP Server CardNot met

    Offer an MCP server and publish its server card under /.well-known.

    study: 0.2%
  • A2A Agent CardNot met

    Publish an agent card at /.well-known/agent-card.json.

    study: 0.1%
  • Agent SkillsNot met

    Publish a skills index with the main tasks agents can do.

    study: 0.2%
  • WebMCPPassed

    Tools registered in the browser through navigator.modelContext.

    study: 33.7%
  • ARD manifestNot met

    Publish an ai-catalog.json listing every agent interface.

    study: 0.1%

Score 45 of 100 · 100% of checks could run · checked on October 5, 2026 · www.outdoorresearch.com · 2,047 companies scanned

See how every company did, and how this was measured.

The checks behind the AI readiness score

8 of 14 passed. This list is for your technical team. The percentage is how many companies in the study pass each check.

These 14 checks ran during the audit and are what the AI readiness part of the overall score counts. The scan above ran later and is stricter on Link headers and Markdown, so a check can pass here and not there.

Show the 14 checks
Discoverability
  • Passedrobots.txt publishedstudy: 85.0%
  • PassedXML sitemapstudy: 73.2%
  • PassedHTTP Link headers (RFC 8288)study: 29.0%
Content Accessibility
  • PassedMarkdown content negotiationstudy: 8.3%
  • Passedllms.txt publishedstudy: 21.7%
  • PassedToken budget (page weight)study: 95.2%
Bot Access Control
  • Not metExplicit AI bot rulesstudy: 13.0%
API / Auth / MCP
  • Not metAPI Catalog (.well-known/api-catalog)study: 0.2%
  • PassedOAuth Authorization Server discoverystudy: 10.1%
  • PassedOAuth Protected Resource discoverystudy: 9.3%
  • Not metMCP Server Cardstudy: 0.0%
  • Not metA2A Agent Cardstudy: 0.0%
  • Not metWebMCP toolsstudy: 4.2%
  • Not metAgent Skills declaredstudy: 0.0%
What AI crawlers may read (robots.txt)

This website sets no rules for any AI crawler by name, like 84% of the websites whose rules we could read. Every AI crawler follows its general rules.

Training AI
  • GPTBotpartly
  • ClaudeBotpartly
  • Anthropic-AIpartly
  • Google-Extendedpartly
  • Applebot-Extendedpartly
  • Meta-ExternalAgentpartly
  • FacebookBotpartly
  • Bytespiderpartly
  • CCBotpartly
  • Diffbotpartly
  • Omgilibotpartly
AI search
  • OAI-SearchBotpartly
  • Claude-SearchBotpartly
  • PerplexityBotpartly
  • Applebotpartly
  • Amazonbotpartly
  • YouBotpartly
Answering questions
  • ChatGPT-Userpartly
  • Claude-Userpartly
  • Perplexity-Userpartly
  • DuckAssistBotpartly
  • MistralAI-Userpartly

Read from the website’s own rules file (robots.txt). An asterisk marks a crawler the file names. The rest follow its general rules. “Partly” means only some pages are blocked.

Websites the AI used as sources

How many times each website was listed as a source in these answers

rei.com
28
outdoorgearlab.com
23
treelinereview.com
17
arcteryx.com
14
switchbacktravel.com
14
bettertrail.com
12
gearjunkie.com
12
cleverhiker.com
11
thenorthface.com
9
backpacker.com
9

In the study as US retailers: listed as a retailer in Wikidata, a public database, and among the websites Cloudflare Radar ranks as visited.

Every question, and where the company came up (5 of 15)
QuestionOpenAIClaudePerplexityGemini
  • Down insulation vs synthetic insulation for cold weather camping gear
  • What is the typical price range for high-end climbing gloves in the US?
  • Alternatives to fleece midlayers for shoulder season backpacking
  • Is investing in merino wool base layers worth it for frequent hikers?
  • What are the best high-performance jackets for winter hiking in the US?
  • What are some eco-friendly technical outerwear options for cold-weather adventures?
  • Top lightweight apparel options for backcountry skiing adventures
  • Tips for restoring water resistance to a shell after heavy trail use
  • How do waterproof jackets for hiking compare in price between budget and premium options?
  • Are premium waterproof pants necessary for multi-day backpacking trips?
  • Recommended layering techniques for mountaineering in variable conditions
  • Softshell vs hardshell jackets for alpine climbing: key differences and benefits
  • Best gear setup for trail running in unpredictable spring weather
  • How to fix a sticky zipper on a technical mountain jacket
  • Best new apparel releases for fall hiking and camping
named the companyanswered without naming itdid not answer

Columns, left to right: OpenAI, Claude, Perplexity, Gemini. The AI assistants often disagree. Across the study, on 40% of the questions where a company is named, only one of the four names it.

Share this result
Overall score 40 of 100 badge for Outdoor Research

A badge of this result that you can show on your own website. Copy the code below.

<a href="https://aeo-audit.rezolve.com/us/outdoorresearch.com"><img src="https://aeo-audit.rezolve.com/us/badges/outdoorresearch.com.svg" alt="Overall score 40 of 100, US AI Visibility Study 2026" width="280" height="64"></a>
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