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Campbell's

campbells.com · Consumer goods · CPB

Ranked 647 of 2,047 companies in the study

37Overall score
  • Visibility20
  • Citations1
  • Sentiment69
  • Site quality80
  • AI readiness36
What this means for Campbell's

AI assistants name Campbell's in 11.7% of answers, which is more often than the typical company in the consumer goods sector. Its overall score is 37 out of 100, ranking 647th of 2,047 companies. The Campbell's website passes 5 of 14 technical checks for readiness for AI tools.

We asked 15 unbranded questions about the consumer goods market: none named Campbell's. AI assistants named it in 7 of 60 answers (11.7%). The typical consumer goods company is named in 3.3% of answers. By how often it is named, Campbell's ranks 35 of 118 in its sector.

Named by AI in
11.7%
7 of 60 answers
Share of mentions
33.3%
compared with 5 rivals
AI readiness
5/14
technical checks passed. Typical for its sector: 3
Rank in its sector
26 of 118
by overall score, where the typical consumer goods company scores 30
How Campbell's 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
20

How often AI assistants name the company

Citations
1

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

Sentiment
69

How positively AI describes the company

Site quality
80

How well built the website's own pages are

AI readiness
36

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 consumer goods

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

Overall score37
Ranks 26 of 118. Typical company: 30
Named in answers12%
Ranks 35 of 118. Typical company: 3%
AI readiness36
Ranks 13 of 118. Typical company: 21
What Gemini actually said

An answer that names the company

“What are the healthiest canned soups you can buy for quick weeknight meals?”

When choosing healthy canned soups for quick weeknight meals, prioritize broth-based options that are low in sodium and high in fiber and protein. Many canned soups are notoriously high in sodium, with some containing over a third of the daily recommended intake in a single serving, which can increase the risk of high blood pressure, heart disease, and stroke. The American Heart Association recommends keeping sodium intake below 2,300 mg per day, ideally closer to 1,500 mg.

Here are some of the healthiest canned soup options and what to look for:

Top Picks for Healthy Canned Soups: …

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

Also named
Progresso4Pacific Foods2Amy's Kitchen1
Share of mentions

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

Campbell's
43.8%
Progresso
31.3%
Pacific Foods
18.8%
Amy's Kitchen
6.3%
Hormel Foods (Hormel Compleats)
0.0%
Annie's Homegrown
0.0%
Which AI assistants named the company

Answers naming it, out of answers received

Perplexity
3/15
Gemini
2/15
Claude
1/15
OpenAI
1/15
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
72 of 100
  • robots.txtPassed

    A valid robots.txt with crawl rules at the site root.

    study: 92.0%
  • SitemapPartly met

    Serve an XML sitemap and reference it 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
50 of 100
  • Markdown negotiationNot met

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

    study: 1.9%
  • llms.txtPassed

    An llms.txt that tells language models what the site offers.

    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 35 of 100 · 97% of checks could run · checked on October 5, 2026 · www.campbells.com · 2,047 companies scanned

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

The checks behind the AI readiness score

5 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%
  • PassedHTTP Link headers (RFC 8288)study: 29.0%
Content Accessibility
  • Not metMarkdown content negotiationstudy: 8.3%
  • Passedllms.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

reddit.com
23
wellness.alibaba.com
14
walmart.com
14
eathealthy365.com
11
tastingtable.com
9
eatthis.com
8
eatingwell.com
8
target.com
8
amazon.com
7
thekitchn.com
7

In the study as Consumer brands.

Every question, and where the company came up (3 of 15)
QuestionOpenAIClaudePerplexityGemini
  • Boxed broth vs canned broth for homemade stews and recipes
  • What can you add to store-bought tomato soup to make it less acidic?
  • What are the healthiest canned soups you can buy for quick weeknight meals?
  • How to use packaged sauces for quick stir-fry meals?
  • Is it worth paying more for organic packaged soups?
  • Best easy meal solutions for families using packaged soups and sauces
  • Ideas for make-ahead freezer soups instead of buying pre-made options
  • Typical price range for family-sized prepared soups at major U.S. grocery stores
  • What are some kid-friendly dinner recipes using canned soup as a base?
  • Are multi-pack value deals on soups and sauces actually cheaper per serving?
  • Shelf-stable options for quick family meals besides packaged sauces
  • How do you fix a watery canned chili or stew?
  • How do condensed soups compare to ready-to-eat varieties for convenience and taste?
  • What are some alternatives to canned soup for convenient lunches?
  • Are premium ready meals in the soup aisle actually healthier than standard options?
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 37 of 100 badge for Campbell's

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