- Visibility20
- Citations15
- Sentiment50
- Site quality67
- AI readiness29
AI assistants name TreeHouse Foods in 6.7% of answers, which is about twice as often as the typical company in its sector. Its overall score is 34 out of 100, ranking 925th of 2,047 companies. The website passes 2 out of 14 technical checks for AI tool readiness.
We asked 15 unbranded questions about the consumer goods market: none named TreeHouse Foods. AI assistants named it in 4 of 60 answers (6.7%). The typical consumer goods company is named in 3.3% of answers. By how often it is named, TreeHouse Foods ranks 41 of 118 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.
118 companies in this sector. The line on each bar is the typical company.
An answer that names the company
“What are the best private label manufacturers for grocery retailers in the United States?”
I'll search for information about the leading private label manufacturers for grocery retailers in the United States.Based on the search results, here are some of the best private label manufacturers for grocery retailers in the United States:
Top Dedicated Private Label Manufacturers
TreeHouse Foods is the anchor tenant of the U.S. private label food ecosystem and is the largest dedicated private label food manufacturer in North America that exists almost entirely to serve retailer brands. Its portfolio spans shelf-stable foods, snacks, cereals, baking mixes, sauces, dressings, and meal …
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
The website turns away requests that do not come from a browser. AI agents that say what they are meet the same refusal.
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%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%WebMCPNot met
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 16 of 100 · 100% of checks could run · checked on October 3, 2026 · treehousefoods.com · 2,047 companies scanned
2 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%
- 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%
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.
- GPTBotallowed
- ClaudeBotallowed
- Anthropic-AIallowed
- Google-Extendedallowed
- Applebot-Extendedallowed
- Meta-ExternalAgentallowed
- FacebookBotallowed
- Bytespiderallowed
- CCBotallowed
- Diffbotallowed
- Omgilibotallowed
- OAI-SearchBotallowed
- Claude-SearchBotallowed
- PerplexityBotallowed
- Applebotallowed
- Amazonbotallowed
- YouBotallowed
- ChatGPT-Userallowed
- Claude-Userallowed
- Perplexity-Userallowed
- DuckAssistBotallowed
- MistralAI-Userallowed
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 Consumer brands.
- Best private label snack options for family-oriented retailers
- What are other options besides private label for retailers wanting more control over store brands?
- What innovative packaging solutions exist in private label beverage manufacturing?
- Top trends in private label food and beverage production for 2024
- Common challenges when onboarding new private label products for supermarkets
- Private label beverage ingredient sourcing vs traditional branded options
- How does private label snacking differ from national brand snacking in terms of product quality?
- Typical pricing tiers for private label food products in large retail contracts
- How do private label manufacturing costs compare to co-packing for snacking items?
- What factors should foodservice providers consider when choosing a private label manufacturer?
- Is partnering with a private label food supplier worth it for regional grocery chains?
- Alternatives to large-scale private label food manufacturing for small grocery chains
- Ways private label beverage solutions can support quick service restaurant menus
- How to resolve quality consistency issues with private label snack products
- What are the best private label manufacturers for grocery retailers in the United States?
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/treehousefoods.com"><img src="https://aeo-audit.rezolve.com/us/badges/treehousefoods.com.svg" alt="Overall score 34 of 100, US AI Visibility Study 2026" width="280" height="64"></a>