- Visibility8
- Citations0
- Sentiment63
- Site quality67
- AI readiness7
AI assistants name Munch's Supply in 6.7% of answers, which matches the typical company in the retail sector. Its overall score is 27 out of 100, ranking 1,526th of 2,047 companies. The website passes 1 of 14 technical checks for readiness with AI tools.
We asked 15 unbranded questions about the retail market: none named Munch's Supply. AI assistants named it in 4 of 60 answers (6.7%). The typical retail company is named in 6.7% of answers. By how often it is named, Munch's Supply ranks 301 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 HVAC wholesale distributor options for residential contractors in the US?”
I'll search for information about the top HVAC wholesale distributors for residential contractors in the US.Based on current market information, here are the best HVAC wholesale distributor options for residential contractors in the US:
Top National Distributors
The top-ranked distributors include Watsco, Ferguson, Johnstone, Winsupply, and Munch's Supply. Watsco is the largest distributor of air conditioning, heating and refrigeration equipment in the US.
Distributor Strengths by Service Quality
Different distributors excel in different areas:
Best for service: Johnstone (dependi …
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 0: Not yet agent-ready. Agents struggle to find basic information about the site.
- 2 of robots.txt, Sitemap, Link headers
Not by itself. Munch's Supply 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 Shopify.
Show every check, for your technical teamHide the checks
- study: 92.0%robots.txtNot met
Publish a valid robots.txt with crawl rules and a Sitemap line.
- study: 86.8%SitemapNot met
Serve an XML sitemap and reference it 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 rulesPartly met
Add explicit robots.txt groups for the main AI crawlers.
- study: 1.4%Content SignalsNot met
Add a Content-Signal line for search, ai-input and ai-train to robots.txt.
- 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 7 of 100 · 97% of checks could run · checked on October 5, 2026 · www.munchsupply.com · 2,047 companies scanned
1 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
- Not metrobots.txt publishedstudy: 85.0%
- Not metXML 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%
- Not metExplicit 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%
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.
- Alternatives to wholesale HVAC distributors for smaller contractors needing occasional supplies?
- How do regional HVAC wholesalers compare to national distributors for parts availability?
- What are the best HVAC wholesale distributor options for residential contractors in the US?
- Is it worth joining a wholesale HVAC distributor for contractor pricing and perks?
- What pricing tiers are typical at HVAC wholesalers for bulk orders on equipment and parts?
- How can professionals quickly resolve unavailable or backordered HVAC parts at wholesalers?
- What should HVAC professionals look for in a distributor for ongoing commercial projects?
- Which US locations have the highest concentration of HVAC wholesale suppliers for professionals?
- How do utility rebates factor into the cost when purchasing HVAC equipment through a distributor?
- What are other sources for hard-to-find or specialty HVAC parts outside major distributor networks?
- Where can contractors get technical support for complex residential HVAC installations?
- Best ways contractors use distributor inventory management services to streamline large HVAC projects?
- How do HVAC professionals utilize distributor warranty portals during equipment repairs?
- Where can I find a wide selection of commercial HVAC equipment for professionals?
- Difference between distributor-exclusive HVAC equipment lines and open-distribution products?
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/munchsupply.com"><img src="https://aeo-audit.rezolve.com/us/badges/munchsupply.com.svg" alt="Overall score 27 of 100, US AI Visibility Study 2026" width="280" height="64"></a>