- Visibility49
- Citations4
- Sentiment50
- Site quality73
- AI readiness36
AI assistants name Columbia Restaurant in 33.3% of answers, which is significantly more often than the typical company in the retail sector. Its overall score is 42 out of 100, ranking 223rd of 2,047 companies. The website passes 5 of 14 technical checks for readiness with AI tools.
We asked 15 unbranded questions about the retail market: none named Columbia Restaurant. AI assistants named it in 20 of 60 answers (33.3%). The typical retail company is named in 6.7% of answers. By how often it is named, Columbia Restaurant ranks 67 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
“Are Spanish-Cuban restaurants suitable for catering office events or private parties?”
Yes. The search results show multiple Spanish/Cuban restaurants explicitly offering catering and private event services, including office lunches, corporate events, business lunches, and private parties.
Examples include:
Columbia Restaurant: offers off-site catering and private dining for “business lunch” and other group events.
Casa Cubana Catering: lists corporate catering and private events such as birthdays, anniversaries, and retirement parties.
Rancho Alegre Cuban: says its catering is for occasions ranging from f …
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 1: Basic web presence. Two of robots.txt, a sitemap and Link headers are in place.
- Content Signals
Not by itself. Columbia Restaurant publishes a UCP profile with checkout, but the profile lists no way to pay. An agent would have to click through the checkout like a person.
- UCPPublished
- ACPCould not check
- AP2Not present
- x402Not present
- MPPCould not check
The shop runs on Wix.
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%SitemapPassed
An XML sitemap listing the pages, ideally referenced 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.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 AuthCould not check
Only relevant if you run your own agents or crawlers: publish a signing key directory.
- study: 0.3%API CatalogCould not check
List public APIs in a linkset at /.well-known/api-catalog.
- study: 11.8%OAuth discoveryCould not check
Publish OpenID Connect or OAuth server metadata under /.well-known.
- study: 10.3%OAuth Protected ResourceCould not check
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 CardCould not check
Offer an MCP server and publish its server card under /.well-known.
- study: 0.1%A2A Agent CardCould not check
Publish an agent card at /.well-known/agent-card.json.
- study: 0.2%Agent SkillsCould not check
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 manifestCould not check
Publish an ai-catalog.json listing every agent interface.
Score 54 of 100 · 63% of checks could run · checked on October 5, 2026 · www.columbiarestaurant.com · 2,047 companies scanned
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 checksHide them
- Passedrobots.txt publishedstudy: 85.0%
- PassedXML sitemapstudy: 73.2%
- PassedHTTP 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 US retailers: listed as a retailer in Wikidata, a public database, and among the websites Cloudflare Radar ranks as visited.
- Are Spanish-Cuban restaurants suitable for catering office events or private parties?
- How do lunch menu prices at Spanish-Cuban restaurants compare to dinner service?
- Best Spanish-Cuban restaurants for group dining in Florida?
- Alternatives to traditional sit-down Spanish-Cuban restaurants for a quick meal?
- What is the average price range for a meal at a traditional Spanish-Cuban eatery in Florida?
- Dining experience at a historic Spanish-Cuban venue vs a modern fusion restaurant—what’s the difference?
- Are family-style Spanish-Cuban restaurants good for celebrating special occasions?
- Best Florida towns for experiencing classic Spanish-Cuban dining with a historic atmosphere?
- Where can tourists find the most authentic Spanish-Cuban dining experiences in the Tampa Bay area?
- What are the must-try Spanish-Cuban dishes for a first-time visitor to a traditional restaurant?
- What are some options for authentic Spanish-Cuban cuisine available via online ordering or delivery in Florida?
- What should I do if I have dietary restrictions but want to enjoy authentic Spanish-Cuban food?
- Spanish cuisine vs Cuban cuisine—what are the main differences in flavor profiles?
- How to avoid long waits when dining at historic Spanish-Cuban eateries during peak times?
- Is it worth making a reservation in advance at popular Spanish-Cuban spots in Florida?
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/columbiarestaurant.com"><img src="https://aeo-audit.rezolve.com/us/badges/columbiarestaurant.com.svg" alt="Overall score 42 of 100, US AI Visibility Study 2026" width="280" height="64"></a>