- Visibility37
- Citations5
- Sentiment61
- Site quality87
- AI readiness21
AI assistants name AutoZone in 38.3% of answers, much more often than the typical company in its sector at 6.7%. Its overall score is 42 out of 100, ranking 217th of 2,047 companies. The website passes 3 out of 14 technical checks for readiness with AI tools.
We asked 15 unbranded questions about the retail market: none named AutoZone. AI assistants named it in 23 of 60 answers (38.3%). The typical retail company is named in 6.7% of answers. By how often it is named, AutoZone ranks 53 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
“Can I get help diagnosing car starting problems at an automotive parts retailer?”
Yes, you can get help diagnosing car starting problems at many automotive parts retailers. Major chains like AutoZone, O'Reilly Auto Parts, and Advance Auto Parts offer free testing services that can help identify why your car isn't starting.
Here's what they can typically help you with:
Battery Testing: They can test your car's battery, often while it's still in the vehicle, to see if it's dead or failing. If it's just low on power, some stores will even charge it for free. A dead or dying battery is a very common reason for a car not starting.
Alternator Testing: A failing a …
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
Some checks could not run. With them, up to level 1 would be possible.
The website turns away requests that do not come from a browser. AI agents that say what they are meet the same refusal.
Not by itself. AutoZone 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 teamHide the checks
- study: 92.0%robots.txtPassed
A valid robots.txt with crawl rules at the site root.
- study: 86.8%SitemapCould not check
Serve an XML sitemap and reference it from robots.txt.
- study: 0.3%Link headersCould not check
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 negotiationCould not check
Return a markdown version when asked with Accept: text/markdown, for example at the CDN.
- study: 25.1%llms.txtPassed
An llms.txt that tells language models what the site offers.
- 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.mdCould not check
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 38 of 100 · 70% of checks could run · checked on October 5, 2026 · www.autozone.com · 2,047 companies scanned
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 checksHide them
- Passedrobots.txt publishedstudy: 85.0%
- Not metXML sitemapstudy: 73.2%
- Not metHTTP Link headers (RFC 8288)study: 29.0%
- Not metMarkdown content negotiationstudy: 8.3%
- Passedllms.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%
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.
- GPTBotpartly
- ClaudeBotpartly
- Anthropic-AIpartly
- Google-Extendedpartly
- Applebot-Extendedpartly
- Meta-ExternalAgentpartly
- FacebookBotpartly
- Bytespiderpartly
- CCBotpartly
- Diffbotpartly
- Omgilibotpartly
- OAI-SearchBotpartly
- Claude-SearchBotpartly
- PerplexityBotpartly
- Applebotpartly
- Amazonbotpartly
- YouBotpartly
- 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.
How many times each website was listed as a source in these answers
In the study as S&P 500. Number 31 on the NRF Top 100 Retailers 2026 list, ranked by US retail sales.
- Differences between shopping at an online automotive parts retailer and a local parts store
- Can I get help diagnosing car starting problems at an automotive parts retailer?
- Is it worth buying premium engine oil from an automotive parts retailer?
- Car parts retailer vs dealership: which is better for getting replacement headlights?
- Where can I find the largest selection of car batteries for trucks and SUVs in the US?
- Alternatives to brick-and-mortar auto parts stores for specialty car accessories
- Best auto parts shops for finding rare or older model vehicle components in the US
- Where else can I find OE replacement parts besides a national automotive parts retailer?
- Do DIY auto repair tools from auto parts stores hold up for professional use?
- What should I do if my check engine light is still on after replacing the sensor bought at a parts store?
- How do I make sure I'm ordering the right alternator for my vehicle online?
- How much do car batteries typically cost at major automotive parts retailers in the US?
- Which car parts retailer offers loaner tools for brake jobs?
- Does buying parts in-store cost more than ordering from an online auto parts website?
- Best place to buy brake pads and rotors for self-installation
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.
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/autozone.com"><img src="https://aeo-audit.rezolve.com/us/badges/autozone.com.svg" alt="Overall score 42 of 100, US AI Visibility Study 2026" width="280" height="64"></a>