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Sunoco

sunoco.com · Energy · SUN

Ranked 472 of 2,047 companies in the study

39Overall score
  • Visibility22
  • Citations2
  • Sentiment79
  • Site quality87
  • AI readiness21
What this means for Sunoco

AI assistants name Sunoco in 18.3% of answers, which is much more often than the typical company in the energy sector at 3.3%. Sunoco has an overall score of 39 out of 100, ranking 472nd of 2,047 companies. Its website passes 3 out of 14 technical checks for readiness for AI tools.

We asked 15 unbranded questions about the energy market: none named Sunoco. AI assistants named it in 11 of 60 answers (18.3%). The typical energy company is named in 3.3% of answers. By how often it is named, Sunoco ranks 9 of 109 in its sector.

Named by AI in
18.3%
11 of 60 answers
Share of mentions
27.5%
compared with 5 rivals
AI readiness
3/14
technical checks passed. Typical for its sector: 3
Rank in its sector
11 of 109
by overall score, where the typical energy company scores 29
How Sunoco 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
22

How often AI assistants name the company

Citations
2

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

Sentiment
79

How positively AI describes the company

Site quality
87

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 energy

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

Overall score39
Ranks 11 of 109. Typical company: 29
Named in answers18%
Ranks 9 of 109. Typical company: 3%
AI readiness21
Ranks 52 of 109. Typical company: 21
What Claude actually said

An answer that names the company

“Best places to buy race fuel for motorsports in the United States”

I'll search for information about where to buy race fuel for motorsports in the United States.Based on the search results, here are the best places to buy race fuel for motorsports in the United States:

Dedicated Race Fuel Retailers & Distributors

HYPERFUELS ships racing fuels nationwide and offers pickup at their retail store in Houston, TX, with UPS delivery of 5-gallon fuel containers and LTL truck freight for larger orders.

VP Racing Fuels is a one-stop shop for premium race fuels, lubricants, coolants, and fuel additives, and their products are available at nearly every majo …

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

Also named
Shell7Chevron3RaceTrac1ExxonMobil1
Share of mentions

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

Sunoco
31.4%
Shell
25.7%
Chevron
14.3%
ExxonMobil
14.3%
BP (British Petroleum)
11.4%
RaceTrac
2.9%
Which AI assistants named the company

Answers naming it, out of answers received

Gemini
5/15
Claude
2/15
OpenAI
2/15
Perplexity
2/15
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
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
0 of 100
  • Markdown negotiationNot met

    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
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
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 25 of 100 · 97% of checks could run · checked on October 5, 2026 · www.sunoco.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%
  • 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%
  • 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 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

sunocoracefuels.com
31
vpracingfuels.com
18
kbb.com
13
sunoco.com (its own website)
11
reddit.com
11
consumerreports.org
9
cluballiance.aaa.com
9
exxonmobilfuels.com
7
aaa.com
7
progressive.com
6

In the study as US-listed.

Every question, and where the company came up (5 of 15)
QuestionOpenAIClaudePerplexityGemini
  • Are performance fuels really necessary for everyday driving?
  • Best places to buy race fuel for motorsports in the United States
  • Why does my car knock when using regular unleaded gas?
  • Regular gas vs. premium gas: Is there a real difference for my car?
  • Alternatives to race fuel for track days
  • Options for ethanol-free gasoline near me in the United States
  • What type of gasoline should I use for a car with a turbocharged engine?
  • Race fuel vs. standard gasoline: Which is better for high-performance engines?
  • Are there loyalty programs or credit cards that offer fuel discounts?
  • Which fuel is best for classic cars to prevent engine damage?
  • Does buying higher-octane fuel save money in the long run?
  • How can I tell if I’m using the wrong octane level in my vehicle?
  • Is it worth paying extra for premium gasoline at the pump?
  • Typical price difference between regular, mid-grade, and premium gasoline in the US
  • What are the best high-octane gas options for performance vehicles 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.

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Overall score 39 of 100 badge for Sunoco

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<a href="https://aeo-audit.rezolve.com/us/sunoco.com"><img src="https://aeo-audit.rezolve.com/us/badges/sunoco.com.svg" alt="Overall score 39 of 100, US AI Visibility Study 2026" width="280" height="64"></a>
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