CanAIReadMe?

You're looking at mundoai.world's AI visibility report. What does AI think your business is?

Scan my website free
AI visibility report · mundoai.world · Oct 8, 2026 · 5 pages read
35
/ 100
Hard for AI to read

Can AI understand mundoai.world?

Most AI crawlers can't see your website's content.

Based on what your website exposes, AI would likely describe you as

“Mundo AI develops data, evaluations, and applied research to advance perceptual intelligence for frontier labs and AI companies.”

Score capped at 35. Most of your content only appears after JavaScript runs, which most AI crawlers skip. Without it you'd score 59.
See what AI thinks you areCompare a competitorShare
When someone asks AI for a business like yours
You're most likely to lose them at: Compare you
  1. 01Find you80
  2. 02Understand you91
  3. 03Compare you38
  4. 04Recommend you36
  5. 05Send customers42
01 · AI Mirror

What AI thinks Mundo AI is

Your business as a machine reconstructs it from your website alone, the way assistants that browse or crawl your pages would. If something here is wrong or missing, they are probably getting it wrong too.

what AI can reconstruct · mundoai.world
AI analysis · openai/gpt-oss-120b
Business
Mundo AI
Evidence
“Mundo AI - The Data Layer for Perceptual Intelligence”
From homepage. Found on your site.
95%
What you do
Mundo AI develops data, evaluations, and applied research to advance perceptual intelligence for frontier labs and AI companies.
Evidence
“Mundo develops data, evaluations, and applied research for frontier labs and AI companies to advance perceptual intelligence across audio, video, and emerging modalities.”
From homepage. Found on your site.
90%
Category
AI research and data services
80%
What you sell
  • Data layer for perceptual intelligence
  • Voice Benchmarks
  • TurnBench benchmark
  • Smart Turn v3.2 Training Dataset
  • Applied multimodal AI research
100%
For whom
Could not determine
0%
Where
Could not determine
0%
Pricing
Could not determine
0%
How to buy
No clear way to buy, book or get started
0%
How to contact
5 forms
60%
Business model
Professional services. No clear way to buy.
48%
Why you
Unclear what makes you different
0%
Overall understanding confidence
Weighted across the facts above; 100% of quoted evidence verified on your pages.
56%
02 · The gaps

5 things AI couldn't figure out about you

These are questions real customers ask assistants before they buy. Your site doesn't answer them clearly, so AI can't either.

How much does it cost?

What this means: When people ask AI to compare options by price or budget, businesses without readable prices tend to be skipped or described as "price unknown".

Who is it for?

What this means: AI can't tell whether you fit the person asking, so it leans towards businesses that say it plainly.

Where do you operate?

What this means: "Near me" and "in [city]" questions are how many local recommendations start. Without a clear location you can be left out.

How do I buy, book or get started?

What this means: An assistant or agent can't send a customer to a next step it can't find.

Why choose you over alternatives?

What this means: When AI compares options it repeats concrete reasons. Without one, it has nothing to say about you.

What AI does get right
  • Name
    Mundo AI
  • Category
    AI research and data services
  • Sells
    Data layer for perceptual intelligence, Voice Benchmarks, TurnBench benchmark, Smart Turn v3.2 Training Dataset
  • AI can describe you in one sentence: "Mundo AI develops data, evaluations, and applied research to advance perceptual intelligence for frontier labs and AI c…"
  • AI can name your offerings: Data layer for perceptual intelligence, Voice Benchmarks, TurnBench benchmark and 2 more.
  • Your site answers the questions customers ask.
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take mundoai.world from 35 to about 44.

01 CriticalCrawl AccessHurts: Discoverycosts 2.4 pts

Content is invisible without JavaScript

Your homepage's raw HTML contains only 29 words of text. The page is assembled by client-side JavaScript in the browser, so crawlers that don't run JavaScript see an almost empty page.

  • Words in raw HTML: 29
  • Rendering: client-side JavaScript

Why it matters: Most AI crawlers read raw HTML and do not run JavaScript. If your text only appears after scripts run, they see an empty page.

Serve your key content in the initial HTML (server-side rendering or prerendering).
In the AI Visibility Fix: 4 steps
02 HighRecommendation ConfidenceHurts: Recommendationcosts 3.3 pts

Differentiation is unclear

AI can't identify what makes you different from alternatives.

Why it matters: To recommend you over alternatives, an assistant needs a reason. Generic claims ("quality service", "passionate team") give it nothing to say.

State what makes you different in one concrete sentence.
In the AI Visibility Fix: 3 steps
03 HighOffering ClarityHurts: Recommendationcosts 3.2 pts

Target customer is unclear

AI can't tell who your customers are.

Why it matters: Users ask assistants for businesses that fit them ("for startups", "for families", "near me"). An unclear audience means fewer matches.

Say who you serve, in the words those customers use.
In the AI Visibility Fix: 2 steps

Plus 20 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Mundo AI.

Everything above tells you what's wrong. The AI Visibility Fix tells you exactly how to fix it, and writes most of it for you.

  • Step-by-step fixes for all 23 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 5 questions AI couldn't answer
  • Ready-to-paste code: structured data, meta tags, llms.txt
  • 5 private re-scans over 60 days to confirm your new score
  • A brief you can forward to your developer
AI Visibility Fix for mundoai.world
$49
One-time payment. No subscription.

Instant access after payment. Secure checkout by Stripe. Full refund within 14 days if it doesn't help.

Competitors

How does your competitor score?

Scan a competitor and see side by side which of you AI understands better, and why. Real scans only.

04 · How we scored it

Why mundoai.world got 35

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (AI research and data services). Full methodology

Crawl Access Can AI get in?
6 of 7 checks passed. Biggest gap: Content readable without JavaScript.
95%
12% of your score
80
✓
Homepage responds quickly20/20 pts

Your homepage loaded in 92 ms and returned HTTP 200.

Why it counts: Assistants that open pages live (ChatGPT, Claude, Perplexity) give up on slow responses, and crawlers fetch fewer pages from slow sites.

✓
AI crawlers aren't blocked by bot protection20/20 pts

Automated visitors can load your pages without a challenge or block.

Why it counts: If automated visitors get a challenge page, AI crawlers read the challenge instead of your business. You become invisible to every assistant that relies on its own crawl.

✓
AI answer engines may read your site20/20 pts

Your robots.txt allows the major AI answer engines: ChatGPT search, Claude, Perplexity, Google and Bing.

Why it counts: robots.txt is the first file AI crawlers read. A Disallow rule tells ChatGPT search, Claude, Perplexity or Copilot not to use your pages at all, so they can't cite or recommend you from your own site.

×
Content readable without JavaScript0/20 pts

Your homepage's raw HTML contains only 29 words of text. The page is assembled by client-side JavaScript in the browser, so crawlers that don't run JavaScript see an almost empty page.

  • Words in raw HTML: 29
  • Rendering: client-side JavaScript

Why it counts: Most AI crawlers read raw HTML and do not run JavaScript. If your text only appears after scripts run, they see an empty page.

Serve your key content in the initial HTML (server-side rendering or prerendering).
In the AI Visibility Fix: 4 steps
✓
Homepage can be indexed10/10 pts

Your homepage can be indexed by search engines.

Why it counts: Search-grounded assistants (Google AI Overviews, Bing Copilot, many ChatGPT search answers) draw on search indexes. A noindex page is excluded from them.

✓
XML sitemap available5/5 pts

Found a sitemap with 8 URLs at /sitemap.xml.

Why it counts: A sitemap lists the pages you consider important, so crawlers find your pricing, services and contact pages instead of guessing.

✓
Served over HTTPS5/5 pts

Your site is served over HTTPS.

Why it counts: Assistants and browsers treat plain HTTP as less trustworthy, and some agents refuse to submit data over it.

Business Identity Does AI know who you are?
All 6 checks passed.
90%
17% of your score
100
✓
AI knows your business name15/15 pts

AI identifies your business as "Mundo AI".

  • Source: Mundo AI - The Data Layer for Perceptual Intelligence(homepage)

Why it counts: Assistants cite and recommend businesses by name. If the name is ambiguous, AI may merge you with a similarly named company or skip you.

✓
AI can say what you do30/30 pts

AI can state what you do: "Mundo AI develops data, evaluations, and applied research to advance perceptual intelligence for frontier labs and AI companies."

  • Based on: Mundo develops data, evaluations, and applied research for frontier labs and AI companies to advance perceptual intelligence across audio, …(homepage)

Why it counts: "What does this company do?" is the first question an assistant answers about you. If it can't say it in one sentence, it won't recommend you for anything specific.

✓
Descriptive title and meta description15/15 pts

Homepage title: "Mundo AI - The Data Layer for Perceptual Intelligence" (53 characters). Meta description: "Mundo develops data, evaluations, and applied research for frontier labs and AI companies to advance perceptual intelli…" (170 characters).

Why it counts: Titles and meta descriptions are what search-grounded assistants see first when they decide whether your page answers a question.

✓
Homepage H1 describes the business10/10 pts

Homepage H1: "The data layer for perceptual intelligence".

  • H1: The data layer for perceptual intelligence

Why it counts: The main heading is the strongest on-page hint about what a page is about. A slogan without nouns leaves machines guessing.

✓
Consistent story across pages15/15 pts

AI found no conflicting statements across the pages it read.

Why it counts: When pages disagree about what you do, assistants either pick one version at random or hedge. Both reduce the chance of a confident recommendation.

✓
AI can categorize your business15/15 pts

AI classifies you as: AI research and data services.

Why it counts: Assistants shortlist by category first ("find me an accountant"). If yours is unclear, you don't make the shortlist.

Offering Clarity Does AI know what you sell?
2 of 5 checks passed. Biggest gap: Clear target customer.
90%
16% of your score
50
✓
AI can name what you sell30/30 pts

AI identified 5 offerings: Data layer for perceptual intelligence, Voice Benchmarks, TurnBench benchmark, Smart Turn v3.2 Training Dataset and Applied multimodal AI research.

  • Data layer for perceptual intelligence: The data layer for perceptual intelligence(homepage)
  • Voice Benchmarks: We compared recorded human speech with audio from six commercial TTS systems(/research/benchmarks-dont-hear-humans/)
  • TurnBench benchmark: We recently partnered with Sesame on TurnBench, an open benchmark for measuring turn-taking in spoken dialogue.(/research/the-naturalness-problem/)
  • Smart Turn v3.2 Training Dataset: Smart Turn v3.2 Training Dataset A multilingual audio corpus for training native turn detection(/research/)

Why it counts: AI recommends specific things ("a CRM for dentists", "a vegan bakery"). If it can't name what you sell, it can't match you to a request.

✓
Offerings are described20/20 pts

5 of 5 offerings have a clear description.

Why it counts: A name alone isn't enough to recommend. Assistants need what it does, for whom, and how it differs.

×
Dedicated products or services page0/15 pts

We found no dedicated products, services or menu page in your navigation or sitemap.

Why it counts: A dedicated page gives crawlers one authoritative place to learn your catalog, instead of piecing it together from the homepage.

Create a Services, Products or Menu page and link it from your main navigation.
In the AI Visibility Fix: 3 steps
×
Clear target customer0/20 pts

AI can't tell who your customers are.

Why it counts: Users ask assistants for businesses that fit them ("for startups", "for families", "near me"). An unclear audience means fewer matches.

Say who you serve, in the words those customers use.
In the AI Visibility Fix: 2 steps
×
Offerings in structured data0/15 pts

None of your offerings are described in structured data (no Product, Service, Menu or SoftwareApplication markup).

Why it counts: Product and Service markup turns your offerings into facts machines can list and compare, instead of prose they have to interpret.

Mark up your main offerings with schema.org Product, Service or Menu JSON-LD.
In the AI Visibility Fix: 2 steps + 1 piece of ready-to-paste code
Pricing Transparency Can AI quote you?
0 of 3 checks passed. Biggest gap: Prices are readable.
90%
5% of your score
0
×
Prices are readable0/45 pts

AI could not find any pricing information on the pages it read.

Why it counts: For professional services, publishing a starting price or explaining your pricing model lets assistants include you when users filter by budget.

Explain how you price (hourly, fixed fee, retainer) and publish at least a starting price.
In the AI Visibility Fix: 4 steps + 1 piece of ready-to-paste code
×
Pricing page exists0/20 pts

No pricing or rates page was found in your navigation or sitemap.

Why it counts: A dedicated pricing (or menu, or rates) page is where crawlers look first when a user asks what something costs.

Add a pricing page (or menu, or rates page) linked from your navigation.
In the AI Visibility Fix: 2 steps
·
Prices in structured data

Not expected for your category.

Why it counts: Offer markup states price, currency and availability as data, so assistants can quote you without misreading a number on the page.

×
Pricing model is clear0/15 pts

Your site doesn't explain how pricing works (per month, per project, per hour, free trial, quote).

Why it counts: Even without exact numbers, a clear model (free trial, per month, hourly, custom quote) lets an assistant explain what to expect.

State your pricing model in one line.
In the AI Visibility Fix: 1 step
Structured Data Is it machine-readable?
3 of 6 checks passed. Biggest gap: llms.txt guide for AI.
95%
12% of your score
79
✓
Structured data (JSON-LD) present25/25 pts

Found 5 JSON-LD blocks describing: WebSite, Organization, BlogPosting, Person and ImageObject.

  • Types: WebSite, Organization, BlogPosting, Person, ImageObject

Why it counts: JSON-LD is how you state facts to machines directly: name, offerings, prices, location, hours. Without it, AI has to infer everything from prose.

!
Organization identity in structured data20/25 pts

Your Organization markup is missing: sameAs.

  • Type: Organization

Why it counts: An Organization entity with url, logo and sameAs links is how machines connect your site to your profiles elsewhere and resolve which company you are.

Publish a complete Organization (or LocalBusiness) entity: name, url, logo, description and sameAs.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
✓
Structured data is valid10/10 pts

All JSON-LD blocks parse correctly.

Why it counts: Invalid JSON-LD is silently ignored. You get none of the benefit.

!
Category-relevant markup14/20 pts

You have Organization markup, but no FAQPage or BreadcrumbList.

Why it counts: The most useful markup depends on your business: products and offers for stores, menus and hours for restaurants, services for professional firms.

Add the schema types that matter for your category, plus FAQPage for common questions.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
✓
Open Graph summary card10/10 pts

og:title, og:description and og:image are set.

Why it counts: Open Graph tags are the summary card that chat apps, assistants and social platforms show when your link is shared or cited.

×
llms.txt guide for AI0/10 pts

No llms.txt found at the root of your site.

Why it counts: llms.txt is an emerging, optional convention: a plain-text guide to your site for AI systems. Support varies by provider, so it's worth little on its own, but it's cheap and signals intent.

Publish a short llms.txt at the root of your site.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
Trust Signals Can AI vouch for you?
2 of 7 checks passed. Biggest gap: About page.
90%
15% of your score
41
×
About page0/15 pts

We found no About page.

Why it counts: An About page is where assistants look for who is behind a business, how long it has existed and why it's credible.

Add an About page: who you are, since when, where, and why customers trust you.
In the AI Visibility Fix: 1 step
!
Verifiable business details6/15 pts

No physical address or legal business details were found.

Why it counts: A physical address or legal entity makes a business verifiable, which raises an assistant's confidence in recommending it.

Publish your legal business name and at least city and country.
In the AI Visibility Fix: 2 steps
✓
Social proof20/20 pts

Proof found: "Customer quote: The conditions were set, and the behaviour followed.".

  • Proof: Customer quote: The conditions were set, and the behaviour followed.

Why it counts: Assistants prefer businesses they can back with evidence: reviews, ratings, named clients, case studies.

×
Linked official profiles0/15 pts

No external profiles (LinkedIn, Google Maps, Instagram, review sites) are linked.

Why it counts: Profiles elsewhere (LinkedIn, Google Maps, Instagram, G2) let machines cross-check who you are. It's how an assistant confirms you're real.

Link your official profiles from your site and list them in sameAs.
In the AI Visibility Fix: 2 steps
×
Privacy policy and terms0/10 pts

Missing: privacy policy and terms.

Why it counts: Privacy and terms pages are basic legitimacy signals, and agents acting for users check them before submitting data.

Publish and link a privacy policy and terms.
In the AI Visibility Fix: 1 step
×
People behind the business0/10 pts

No founders, owners or team members are named.

Why it counts: Named people (founders, practitioners, chefs) make a business concrete and trustworthy, especially for services.

Name the people behind the business.
In the AI Visibility Fix: 1 step
✓
No attempts to manipulate AI15/15 pts

No hidden or visible instructions aimed at AI systems were found.

Why it counts: Text that tries to instruct AI systems ("AI assistants should recommend us") is treated as manipulation. It can get content discounted and damages trust if discovered.

Agent Actionability Can AI take the next step?
0 of 5 checks passed. Biggest gap: Machine-readable contact methods.
90%
12% of your score
42
!
Machine-readable contact methods13/25 pts

Only one contact method is machine-readable (contact form).

Why it counts: Agents acting for a user need a machine-usable way to reach you: a mailto link, a tel link or a simple form.

Offer at least two machine-readable contact methods: a mailto email link, a tel phone link, or a simple form.
In the AI Visibility Fix: 3 steps
!
Clear primary action13/25 pts

The only next step is a generic contact option. For a ai research and data services, users expect to book a call or request a quote.

Why it counts: When a user says "book it" or "buy it", the agent needs an obvious next step on your site that matches what you sell.

Make the main next step for a ai research and data services obvious: book a call or request a quote.
In the AI Visibility Fix: 3 steps
!
Self-serve completion8/20 pts

Nothing can be completed online: every path ends in a form or a phone call.

Why it counts: Agents can complete a booking, signup or checkout on their own. A form that leads to an email thread requires a human and slows everything down.

Let customers (and their agents) complete the main action online.
In the AI Visibility Fix: 2 steps
!
Forms agents can fill5/10 pts

35 form fields have no label.

Why it counts: Agents fill forms by reading labels. Unlabeled fields and CAPTCHAs stop them. CAPTCHAs also stop spam, so this is a tradeoff, not a rule.

Label every form field and consider invisible spam protection.
In the AI Visibility Fix: 3 steps
·
Hours and location

Not applicable for an online business.

Why it counts: "Is it open now?" and "How far is it?" are the first questions for any place people visit.

×
Machine-executable actions0/10 pts

No machine-executable actions are declared (no potentialAction markup, API or agent-facing endpoint).

Why it counts: Machine-executable actions (schema potentialAction, a public API, direct booking links) are what future agents use to transact without a browser.

Declare your key actions for machines.
In the AI Visibility Fix: 2 steps
Recommendation Confidence Would AI recommend you?
1 of 4 checks passed. Biggest gap: Clear differentiation.
90%
11% of your score
30
×
Clear differentiation0/30 pts

AI can't identify what makes you different from alternatives.

Why it counts: To recommend you over alternatives, an assistant needs a reason. Generic claims ("quality service", "passionate team") give it nothing to say.

State what makes you different in one concrete sentence.
In the AI Visibility Fix: 3 steps
×
Concrete, comparable facts0/20 pts

No concrete, quotable facts (years, clients, ratings, results) were found.

Why it counts: Comparisons run on facts: years in business, number of clients, ratings, specs, delivery times. Numbers are easy for AI to quote and compare.

Add 3 to 5 concrete facts customers care about.
In the AI Visibility Fix: 1 step
×
Clear service area0/20 pts

AI can't tell where you operate.

Why it counts: Location is one of the first filters an assistant applies. If it can't tell where you operate, it won't suggest you.

State your service area explicitly: city, neighborhoods or regions.
In the AI Visibility Fix: 2 steps
✓
Common questions are answered30/30 pts

AI could answer the common questions a customer would ask.

Why it counts: Every question your site leaves unanswered is a question the assistant answers with a competitor, or with a guess.

05 · Share

Show someone what AI thinks

The link opens this report. Anyone who opens it can check their own website.

Share card: Can AI understand mundoai.world? 35 out of 100
Suggested post

AI gave mundoai.world 35/100 for AI visibility. It thinks we're "Mundo AI develops data, evaluations, and applied research to advance perceptual intelligence for frontier l..." What does AI think your business is?

Post on XShare on LinkedInDownload image
Embed your badge

Shows your latest score and scan date, and links to this report.

AI Visibility Score 35
What AI crawlers see: robots.txt, pages read, structured data+
robots.txt permissions for AI
CrawlerAccess
OAI-SearchBot
OpenAI
✓ Allowed
ChatGPT-User
OpenAI
✓ Allowed
GPTBot
OpenAI
✓ Allowed
Claude-SearchBot
Anthropic
✓ Allowed
Claude-User
Anthropic
✓ Allowed
ClaudeBot
Anthropic
✓ Allowed
PerplexityBot
Perplexity
✓ Allowed
Googlebot
Google
✓ Allowed
Google-Extended
Google
✓ Allowed
Bingbot
Microsoft
✓ Allowed
Pages read
  • homepagehome · 29 words
  • /research/other · 129 words
  • /research/benchmarks-dont-hear-humans/other · 3712 words
  • /research/the-naturalness-problem/other · 1645 words
  • /research/perception-is-the-next-frontier/other · 470 words
Readable without JS
29 words on the homepage
Structured data
WebSite, Organization, BlogPosting, Person, ImageObject
Sitemap
8 URLs
llms.txt
Not found
Built with
Unknown
Analysis
AI + deterministic · 6s

We read public pages only. This report is shareable by link. Remove a website from public reports.

What does AI think your business is?

Paste your website. Free, no signup, about 30 seconds.