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Musicnotes

musicnotes.com · Retail

Ranked 69 of 2,047 companies in the study

46Overall score
  • Visibility47
  • Citations11
  • Sentiment86
  • Site quality60
  • AI readiness21
What this means for Musicnotes

AI assistants name Musicnotes in 48.3% of answers, much more often than the typical company in retail, which is named in 6.7% of answers. Its overall score is 46 out of 100, ranking 69th of 2,047 companies and 18th of 640 in its sector. Its website passes 3 of 14 technical checks for AI tool readiness.

We asked 15 unbranded questions about the retail market: none named Musicnotes. AI assistants named it in 29 of 60 answers (48.3%). The typical retail company is named in 6.7% of answers. By how often it is named, Musicnotes ranks 24 of 640 in its sector.

Named by AI in
48.3%
29 of 60 answers
Share of mentions
43.9%
compared with 5 rivals
AI readiness
3/14
technical checks passed. Typical for its sector: 3
Rank in its sector
18 of 640
by overall score, where the typical retail company scores 34
How Musicnotes 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
47

How often AI assistants name the company

Citations
11

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

Sentiment
86

How positively AI describes the company

Site quality
60

How well built the website's own pages are

AI readiness
21

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 score46
Ranks 18 of 640. Typical company: 34
Named in answers48%
Ranks 24 of 640. Typical company: 7%
AI readiness21
Ranks 351 of 640. Typical company: 29
What Claude actually said

An answer that names the company

“Are digital sheet music subscriptions a good deal for frequent performers?”

I'll search for current information about digital sheet music subscriptions and their value for frequent performers.Based on the available information, digital sheet music subscriptions can be a good deal for frequent performers, depending on your specific needs:

Cost Advantage:

Subscribing to a sheet music website actually saves both money and time in the long run—for example, at $37.75 per year, you can recoup the annual subscription fee by purchasing just 8 pieces of sheet music a year when individual pieces average $5. This means any performer who needs more than 8 pieces annually wil …

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

Also named
Sheet Music Plus13JW Pepper4Virtual Sheet Music3
Share of mentions

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

Musicnotes
47.5%
Sheet Music Plus
31.1%
JW Pepper
8.2%
Virtual Sheet Music
6.6%
Noteflight Marketplace
4.9%
Musicroom
1.6%
Which AI assistants named the company

Answers naming it, out of answers received

Perplexity
9/15
Gemini
8/15
Claude
7/15
OpenAI
5/15
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

The website turns away requests that do not come from a browser. AI agents that say what they are meet the same refusal.

Can an AI agent buy here?

Not by itself. Musicnotes 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
Show every check, for your technical team
Discoverability
100 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 headersCould not check

    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
0 of 100
  • Markdown negotiationCould not check

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

    study: 1.9%
  • llms.txtNot met

    Publish an llms.txt with a short summary and the key links.

    study: 25.1%
Bot access control
63 of 100
  • AI bot rulesPassed

    Explicit robots.txt rules for AI crawlers such as GPTBot, ClaudeBot and PerplexityBot.

    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
0 of 100
  • API CatalogNot met

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

    study: 0.3%
  • OAuth discoveryNot met

    Publish OpenID Connect or OAuth server metadata under /.well-known.

    study: 11.8%
  • OAuth Protected ResourceNot met

    Serve protected resource metadata at /.well-known/oauth-protected-resource.

    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%
  • WebMCPCould not check

    Register key actions such as search or cart as WebMCP tools.

    study: 33.7%
  • ARD manifestNot met

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

    study: 0.1%

Score 38 of 100 · 81% of checks could run · checked on October 5, 2026 · musicnotes.com · 2,047 companies scanned

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

The checks behind the AI readiness score

3 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%
  • Not metHTTP Link headers (RFC 8288)study: 29.0%
Content Accessibility
  • Not metMarkdown content negotiationstudy: 8.3%
  • Not metllms.txt publishedstudy: 21.7%
  • Not metToken budget (page weight)study: 95.2%
Bot Access Control
  • PassedExplicit AI bot rulesstudy: 13.0%
API / Auth / MCP
  • 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%
What AI crawlers may read (robots.txt)

This website sets rules for 5 AI crawlers by name. All others follow its general rules.

Training AI
  • GPTBot*allowed
  • ClaudeBotpartly
  • Anthropic-AIpartly
  • Google-Extendedpartly
  • Applebot-Extendedpartly
  • Meta-ExternalAgent*blocked
  • FacebookBotpartly
  • Bytespider*blocked
  • CCBotpartly
  • Diffbotpartly
  • Omgilibotpartly
AI search
  • OAI-SearchBot*allowed
  • Claude-SearchBotpartly
  • PerplexityBotpartly
  • Applebotpartly
  • Amazonbotpartly
  • YouBotpartly
Answering questions
  • ChatGPT-User*allowed
  • 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

musicnotes.com (its own website)
50
newzik.com
15
reddit.com
12
help.musicnotes.com
12
sheetmusicdirect.com
12
makemusic.com
11
samash.com
9
pianistmagazine.com
9
sheetmusicplus.com
9
sheetmusicinternational.com
7

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 (12 of 15)
QuestionOpenAIClaudePerplexityGemini
  • Are digital sheet music subscriptions a good deal for frequent performers?
  • What should I do if my digital sheet music file won’t open after purchase?
  • How can I resolve issues printing PDF sheet music from an online retailer?
  • How does buying digital sheet music compare to physical sheet music books for home practice?
  • Can I access digital sheet music on multiple devices if I’m teaching music remotely?
  • Where can music teachers in the US find a wide variety of printable sheet music for classroom use?
  • What are the best websites to download digital sheet music for piano beginners?
  • Are there discounted digital sheet music options for students or educators?
  • What are some alternatives to paid sheet music downloads for finding legal music scores online?
  • Is it better to use digital sheet music services or traditional music stores for ensemble arrangements?
  • Is purchasing downloadable sheet music worth it for self-taught musicians?
  • Best places to find digital sheet music arrangements for pop songs?
  • How is digital sheet music useful for choir directors preparing concert programs?
  • Digital sheet music vs. free online music notation platforms – which is more reliable for complex pieces?
  • How much does digital sheet music typically cost for popular songs in the US?
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 46 of 100 badge for Musicnotes

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<a href="https://aeo-audit.rezolve.com/us/musicnotes.com"><img src="https://aeo-audit.rezolve.com/us/badges/musicnotes.com.svg" alt="Overall score 46 of 100, US AI Visibility Study 2026" width="280" height="64"></a>
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