Of 60 answers

The most named companies in the study, and S&P 500 financials, with how many of their 60 AI answers named them.

Back to the study
AI visibility statementFinance AI Visibility Study 2026Issued October 14, 2026
Account holder
Statement period
October 9 and 10, 2026
when the AI assistants were asked
Account no.
708 of 2,219
its rank by overall score
Place in its category
12th of 29 digital wallets
Closing balance

Named in

2of 60 answers

by 1 of 4 assistants

Statement note

What this means for Cumbuca

AI assistants rarely name this digital wallet, mentioning it in 2 out of 60 answers. Its overall score is 34 out of 100, ranking 708th of 2,219 companies. The website passes 4 of 14 technical checks for AI tool readiness.

We asked 15 unbranded questions about its market, so no question mentioned Cumbuca by name. AI assistants named it in 2 of the 60 answers. Counting only how often it is named, it ranks 114th of 375 in its sector. The typical cards and payments company is named in 0.0% of answers.

Named fewer than three times in total. Read this as a sign that AI assistants rarely bring this company up, not as an exact comparison with its peers.

Overall score
34Overall score
  • Visibility13
  • Citations1
  • Sentiment75
  • Site quality73
  • AI readiness29
Summary of account
Named by AI in
3.3%
2 of 60 answers
Share of mentions
100.0%
of the mentions of it and its 5 peers
AI readiness
4/14
technical checks passed. Typical for its sector: 4
Rank in its sector
97 of 375
by overall score, where the typical cards and payments company scores 27

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Line itemsSection 01

Every question, and where the company came up

Cumbuca came up on 2 of 15 questions. Open any window to read that answer.

  1. 01What should I do if my chosen bar itinerary in Campinas isn’t available when I visit?0/4
  2. 02How do I find up-to-date information on opening hours for pubs and bars in Campinas?0/4
  3. 03Is it worth using a paid local bar guide for finding unique bars in Campinas, or are free online lists enough?0/4
  4. 04How much do curated bar itineraries for Campinas typically cost?0/4
  5. 05What are top spots for bar-hopping to try signature appetizers in Campinas?0/4
  6. 06What are the best curated bar guides for visiting Campinas, Brazil?1/4
  7. 07Are curated bar itineraries for Campinas worth paying for, or can I plan a visit myself?0/4
  8. 08What are some alternatives to curated bar guides for exploring the pub scene in Campinas?0/4
  9. 09Are there free resources for finding themed bar routes and food tasting events in Campinas?0/4
  10. 10How can I discover hidden gem pubs in Campinas that locals love?0/4
  11. 11Pub guides vs. bar-hopping tour services in Campinas—what's better for discovering local culture?0/4
  12. 12What are the main differences between food-focused bar itineraries and nightlife-focused bar tours in Campinas?0/4
  13. 13How do lyrical or story-driven bar guides differ from traditional directory-style guides for Campinas nightlife?0/4
  14. 14How can I find unique neighborhood pubs in Campinas for a food-focused night out?1/4
  15. 15What’s the best way to plan a group bar crawl in Campinas with both food and drink stops?0/4
Total namedOpenAI: 2/15Claude: 0/15Perplexity: 0/15Gemini: 0/15All assistants: 2/60
named the companyanswered without naming itdid not answer

Columns, left to right: OpenAI, Claude, Perplexity, Gemini. Across the study, on 50% of the questions where a company is named, only one AI assistant names it.

Transaction detailSection 02

What OpenAI actually said

An answer that names the company

OpenAInamed the company

“What are the best curated bar guides for visiting Campinas, Brazil?”

… 3) Local curated blogs and guides (examples: Cumbuca, Caçador de Bares, Vidottinho)

Local writers and bar-focused blogs create themed roundups (botecos, pubs, craft cocktails). These often highlight hidden gems and neighborhood-specific options. Useful for alternative and vintage bars. (cumbuca.com.br)

4) Aggregator / ranking sites (Restaurant Guru, Estrelize, Wanderlog)

Compile up-to-date listings, maps, and ratings across many bars; good when you want a wide set of options and addresses. Check th …

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

PayeesSection 03

Where the mentions went

The companies these answers named, and how the mentions were split between this company and its peers.

Share of mentions

CompanyShare
  1. Cumbuca
    100.0%
  2. Eater Austin
    0.0%
  3. The Infatuation Los Angeles
    0.0%
  4. Chicago Bar Project
    0.0%
  5. City Brew Tours
    0.0%
  6. BarChick New York
    0.0%
ReferrersSection 04

Websites the AI used as sources

How many times each website was listed as a source in these answers

  1. 01
    wanderlog.com
    31
  2. 02
    tripadvisor.com
    27
  3. 03
    conheca.campinas.sp.gov.br
    18
  4. 04
    campinasguia.com
    10
  5. 05
    ibis.accor.com
    6
  6. 06
    campinas.com.br
    6
  7. 07
    tripadvisor.com.br
    5
  8. 08
    wheree.com
    5
  9. 09
    quintoandar.com.br
    5
  10. 10
    reddit.com
    5

Cumbuca is in the study as a digital wallet.

By assistantSection 05

Which AI assistants named the company

Answers naming it, out of answers received

OpenAI
2/15
Claude
0/15
Gemini
0/15
Perplexity
0/15
Market comparisonSection 06

How Cumbuca compares with all 2,219 companies

Every tower is a company in the study, taller for a higher overall score and lit where AI assistants named it. Its own group stays lit. Hover a tower to see it, and click to open it.

What makes up the score

Each part is scored out of 100.

Visibility
13

How often AI assistants name the company, and how that compares with its peers

Citations
1

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

Sentiment
75

How positively AI describes the company

Site quality
73

How well built the website's own pages are

AI readiness
29

How easily AI tools can read and use the website

Visibility is calculated from the answers on this page. How the score is built.

Against its sectorSection 07

Compared with cards and payments companies

375 companies in this sector. The gold tick on each bar is the typical company.

Overall score
34
Ranks 97 of 375. Typical company: 27
Named in answers
3.3%
Ranks 114 of 375. Typical company: 0.0%
AI readiness
29
Ranks 106 of 375. Typical company: 29
Against its categorySection 08

Compared with digital wallets

29 companies in this category. The gold tick on each bar is the typical company.

Overall score
34
Ranks 12 of 29. Typical company: 29
Named in answers
3.3%
Ranks 15 of 29. Typical company: 3.3%
AI readiness
29
Ranks 6 of 29. Typical company: 29
AI agentsSection 09

Ready for AI agents

What this website publishes for an AI agent to read, use and pay through, 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
Can an AI agent check out here?

Not by itself. Cumbuca publishes none of the agent payment protocols we look for. An agent would have to click through the website like a person.

Agent payment protocols
  • x402Not present
  • MPPNot present
  • AP2Not present
  • ACPNot present
  • UCPNot present
Interfaces for AI agents
  • MCP Server CardNot present
  • A2A Agent CardNot present
  • Agent SkillsNot present
  • API CatalogNot present
  • llms.txtNot present
  • WebMCPCould not check
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: 86.1%
  • SitemapPassed

    An XML sitemap listing the pages, ideally referenced from robots.txt.

    study: 87.9%
  • Link headersNot met

    Send Link headers such as rel="api-catalog" or rel="describedby" on the homepage.

    study: 1.5%
  • DNS for AI DiscoveryNot present

    Advertise agent endpoints with SVCB records under _agents.

    study: 4.3%
Content accessibility
0 of 100
  • Markdown negotiationNot met

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

    study: 6.2%
  • llms.txtNot met

    Publish an llms.txt with a short summary and the key links.

    study: 31.0%
Bot access control
32 of 100
  • AI bot rulesPartly met

    Add explicit robots.txt groups for the main AI crawlers.

    study: 92.7%
  • Content SignalsNot met

    Add a Content-Signal line for search, ai-input and ai-train to robots.txt.

    study: 2.3%
  • Web Bot AuthNot present

    Only relevant if you run your own agents or crawlers: publish a signing key directory.

    study: 0.3%
APIs, auth and MCP
0 of 100
  • API CatalogNot met

    List public APIs in a linkset at /.well-known/api-catalog.

    study: 1.3%
  • OAuth discoveryNot met

    Publish OpenID Connect or OAuth server metadata under /.well-known.

    study: 6.3%
  • OAuth Protected ResourceNot met

    Serve protected resource metadata at /.well-known/oauth-protected-resource.

    study: 5.3%
  • 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: 0.8%
  • 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: 1.0%
  • WebMCPCould not check

    Register key actions such as search or cart as WebMCP tools.

    study: 0.0%
  • ARD manifestNot met

    Publish an ai-catalog.json listing every agent interface.

    study: 0.2%

Score 25 of 100 · 97% of checks could run · checked on October 9, 2026 · cumbuca.com.br · 2,200 companies scanned

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

AI readinessSection 10

The checks behind the AI readiness score

4 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: 85.1%
  • PassedXML sitemapstudy: 79.4%
  • PassedHTTP Link headers (RFC 8288)study: 42.5%

Content Accessibility

  • Not metMarkdown content negotiationstudy: 7.4%
  • Not metllms.txt publishedstudy: 28.1%
  • PassedToken budget (page weight)study: 97.3%

Bot Access Control

  • Not metExplicit AI bot rulesstudy: 11.5%

API / Auth / MCP

  • Not metAPI Catalog (.well-known/api-catalog)study: 1.1%
  • Not metOAuth Authorization Server discoverystudy: 5.2%
  • Not metOAuth Protected Resource discoverystudy: 4.6%
  • Not metMCP Server Cardstudy: 0.2%
  • Not metA2A Agent Cardstudy: 0.0%
  • Not metWebMCP toolsstudy: 0.3%
  • Not metAgent Skills declaredstudy: 0.1%
AI crawlersSection 11

What AI crawlers may read (robots.txt)

This website sets no rules for any AI crawler by name, like 86% 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.

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