- Visibility8
- Citations1
- Sentiment67
- Site quality73
- AI readiness36
AI assistants name Johnston & Murphy in 5% of answers, which is about as often as the typical company in retail at 6.7%. Its overall score is 32 out of 100, ranking 1,075th of 2,047 companies. The website passes 4 of 14 technical checks for how ready it is for AI tools.
We asked 15 unbranded questions about the retail market: none named Johnston & Murphy. AI assistants named it in 3 of 60 answers (5.0%). The typical retail company is named in 6.7% of answers. By how often it is named, Johnston & Murphy ranks 339 of 640 in its sector.
Every dot is a company in the study. Hover one to see it; click to open its report.
This companySame sectorEvery other companyNever named
Five parts, each scored out of 100.
How often AI assistants name the company
How often AI uses the company's own website as a source
How positively AI describes the company
How well built the website's own pages are
How easily AI tools can read and use the website
Visibility is calculated from the answers on this page. How the score is built.
640 companies in this sector. The line on each bar is the typical company.
An answer that names the company
“What are the best premium dress shoes for men who want a timeless look?”
For a timeless look, the best premium men’s dress shoes are usually oxfords, especially cap-toe and plain-toe styles, because they’re repeatedly described as classic, formal, and versatile. If you want specific premium brands, the strongest recurring names in the results are Crockett & Jones, Allen Edmonds, Church’s, Velasca, and Johnston & Murphy, all of which are associated with high-end or timeless styling.
Here are the best premium picks by style:
Cap-toe Oxford — the safest timeless choice for business, weddings, and formal wear; All …
The AI’s answer as we received it, shortened and not checked for accuracy.
How the mentions in these answers were split between this company and its rivals
Answers naming it, out of answers received
What this website publishes for an AI agent to read, use and buy from, on a scale of six levels.
- 0
- 1
- 2
- 3
- 4
- 5
Level 2: Bot-aware. Explicit AI bot rules and declared Content Signals.
- Markdown negotiation
Not by itself. Johnston & Murphy publishes none of the purchase protocols we look for. An agent would have to click through the checkout like a person.
- UCPNot present
- ACPNot present
- AP2Not present
- x402Not present
- MPPNot present
The shop runs on Salesforce Commerce Cloud.
Show every check, for your technical teamHide the checks
- study: 92.0%robots.txtPassed
A valid robots.txt with crawl rules at the site root.
- study: 86.8%SitemapPassed
An XML sitemap listing the pages, ideally referenced from robots.txt.
- study: 0.3%Link headersNot met
Send Link headers such as rel="api-catalog" or rel="describedby" on the homepage.
- study: 5.5%DNS for AI DiscoveryNot present
Advertise agent endpoints with SVCB records under _agents.
- study: 1.9%Markdown negotiationNot met
Return a markdown version when asked with Accept: text/markdown, for example at the CDN.
- study: 25.1%llms.txtNot met
Publish an llms.txt with a short summary and the key links.
- study: 93.4%AI bot rulesPassed
Explicit robots.txt rules for AI crawlers such as GPTBot, ClaudeBot and PerplexityBot.
- study: 1.4%Content SignalsPassed
Content-Signal lines in robots.txt declaring search, AI input and AI training preferences.
- study: 0.2%Web Bot AuthNot present
Only relevant if you run your own agents or crawlers: publish a signing key directory.
- study: 0.3%API CatalogNot met
List public APIs in a linkset at /.well-known/api-catalog.
- study: 11.8%OAuth discoveryNot met
Publish OpenID Connect or OAuth server metadata under /.well-known.
- study: 10.3%OAuth Protected ResourceNot met
Serve protected resource metadata at /.well-known/oauth-protected-resource.
- study: 0.0%auth.mdNot met
Publish an auth.md describing how agents sign in.
- study: 0.2%MCP Server CardNot met
Offer an MCP server and publish its server card under /.well-known.
- study: 0.1%A2A Agent CardNot met
Publish an agent card at /.well-known/agent-card.json.
- study: 0.2%Agent SkillsNot met
Publish a skills index with the main tasks agents can do.
- study: 33.7%WebMCPCould not check
Register key actions such as search or cart as WebMCP tools.
- study: 0.1%ARD manifestNot met
Publish an ai-catalog.json listing every agent interface.
Score 40 of 100 · 97% of checks could run · checked on October 5, 2026 · www.johnstonmurphy.com · 2,047 companies scanned
4 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 checksHide them
- Passedrobots.txt publishedstudy: 85.0%
- PassedXML sitemapstudy: 73.2%
- Not metHTTP Link headers (RFC 8288)study: 29.0%
- Not metMarkdown content negotiationstudy: 8.3%
- Not metllms.txt publishedstudy: 21.7%
- PassedToken budget (page weight)study: 95.2%
- PassedExplicit AI bot rulesstudy: 13.0%
- Not metAPI Catalog (.well-known/api-catalog)study: 0.2%
- Not metOAuth Authorization Server discoverystudy: 10.1%
- Not metOAuth 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%
This website sets rules for 6 AI crawlers by name. All others follow its general rules.
- GPTBotpartly
- ClaudeBotpartly
- Anthropic-AIpartly
- Google-Extendedpartly
- Applebot-Extendedpartly
- Meta-ExternalAgentpartly
- FacebookBotpartly
- Bytespiderpartly
- CCBotpartly
- Diffbotpartly
- Omgilibotpartly
- OAI-SearchBot*partly
- Claude-SearchBot*partly
- PerplexityBot*partly
- Applebotpartly
- Amazonbotpartly
- YouBotpartly
- ChatGPT-User*partly
- Claude-User*partly
- Perplexity-User*partly
- 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.
How many times each website was listed as a source in these answers
In the study as US retailers: listed as a retailer in Wikidata, a public database, and among the websites Cloudflare Radar ranks as visited.
- What are the best premium dress shoes for men who want a timeless look?
- Best refined footwear options for attending a summer wedding?
- How can I protect classic dress shoes from winter salt and water damage?
- Alternatives to classic brogues for a timeless but more casual look?
- What should I do if my premium leather shoes start creasing after a few wears?
- Which classic men's apparel pieces transition well from office to evening events?
- What are some modern alternatives to traditional leather briefcases?
- How do classic oxfords compare to loafers for business settings?
- Difference between premium leather sneakers and traditional dress shoes for everyday use?
- What is the typical price range for high-quality men's dress shoes in the US?
- Other refined accessories that pair well with classic dress shoes?
- Are high-end suede chukka boots worth the investment for style and durability?
- Is it worth paying extra for handcrafted leather apparel?
- Are there sales or discounts usually offered on premium footwear during holiday seasons?
- Top classic women's loafers that work for both office and weekend wear?
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.
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<a href="https://aeo-audit.rezolve.com/us/johnstonmurphy.com"><img src="https://aeo-audit.rezolve.com/us/badges/johnstonmurphy.com.svg" alt="Overall score 32 of 100, US AI Visibility Study 2026" width="280" height="64"></a>