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AI visibility report · aviro.ai · Oct 7, 2026 · 5 pages read
53
/ 100
Partially understood

Can AI understand aviro.ai?

AI understands what you do, but may struggle to confidently recommend or transact with your business.

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

“Aviro designs challenging worlds for AI models to explore and solve problems, delivered as post-training datasets and reinforcement learning environments.”

Lite analysis: AI capacity was limited when this ran, so the AI Mirror uses deterministic signals only. The score method is the same.

01 · AI Mirror

What AI thinks Aviro 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 · aviro.ai
Lite analysis · deterministic signals only
Business
Aviro
Evidence
“og:site_name "Aviro"”
From homepage. Found on your site.
85%
What you do
Aviro designs challenging worlds for AI models to explore and solve problems, delivered as post-training datasets and reinforcement learning environments.
Evidence
“Aviro designs challenging worlds for AI models to explore and solve problems, delivered as post-training datasets and reinforcement learning environments.”
From homepage. Found on your site.
75%
Category
General business
30%
What you sell
  • We focus on
  • Coding
  • Computer Use
  • Knowledge Work
  • Research
100%
For whom
Long Horizon Work
Evidence
“Environments for Long Horizon Work”
From homepage. Found on your site.
45%
Where
Could not determine
0%
Pricing
Could not determine
0%
How to buy
  • Online booking: Book Demo
65%
How to contact
No email, phone or contact form found
0%
Business model
Customers can book online.
30%
Why you
Unclear what makes you different
0%
Overall understanding confidence
Weighted across the facts above.
53%
02 · The gaps

3 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".

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.

Where do you operate or deliver?

What this means: Location filters are one of the first things AI applies.

What AI does get right
  • Name
    Aviro
  • Sells
    We focus on, Coding, Computer Use, Knowledge Work
  • Next step
    Book Demo
  • AI can describe you in one sentence: "Aviro designs challenging worlds for AI models to explore and solve problems, delivered as post-training datasets and r…"
  • AI can name your offerings: We focus on, Coding, Computer Use and 2 more.
  • JSON-LD present (Organization and WebSite).
03 · What to change

The 5 changes that matter most

Ranked by how many points each costs you. Fixing these 5 alone could take aviro.ai from 53 to about 71.

01 HighPricing TransparencyHurts: Comparisoncosts 4.1 pts

AI can't find your prices

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

Why it matters: When users ask for options "under $X" or ask assistants to compare, businesses without readable prices are usually left out.

Publish your prices, or at least starting prices, as real text on a pricing page.
In the AI Visibility Fix: 4 steps + 1 piece of ready-to-paste code
02 HighAgent ActionabilityHurts: Taking actioncosts 4.1 pts

Few machine-readable contact methods

No email link, phone link or contact form was found.

Why it matters: 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
03 HighAgent ActionabilityHurts: Taking actioncosts 3.3 pts

Nothing can be completed online

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

Why it matters: 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
04 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
05 HighOffering ClarityHurts: Comparisoncosts 3 pts

Offerings have no descriptions

Only 0 of 5 offerings have a description AI could use.

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

Give each offering a one-sentence description of what it is and who it's for.
In the AI Visibility Fix: 1 step

Plus 19 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Aviro.

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 24 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 3 questions AI couldn't answer
  • Ready-to-paste code: structured data, meta tags, llms.txt, with instructions for Next.js
  • 5 private re-scans over 60 days to confirm your new score
  • A brief you can forward to your developer
AI Visibility Fix for aviro.ai
$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 aviro.ai got 53

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

Crawl Access Can AI get in?
6 of 7 checks passed. Biggest gap: Content readable without JavaScript.
95%
12% of your score
91
✓
Homepage responds quickly20/20 pts

Your homepage loaded in 411 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 JavaScript11/20 pts

Your homepage has 124 words of readable text. That's thin for an AI to understand and summarize what you do.

  • Words in raw HTML: 124

Why it counts: AI builds its picture of you from text. A short homepage leaves most questions to guesswork.

Add a few short paragraphs of real text to your homepage: what you do, for whom, how it works, and why you.
In the AI Visibility Fix: 3 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 9 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?
3 of 5 checks passed. Biggest gap: AI can categorize your business.
77%
16% of your score
79
✓
AI knows your business name15/15 pts · medium confidence

AI identifies your business as "Aviro".

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 · medium confidence

AI can state what you do: "Aviro designs challenging worlds for AI models to explore and solve problems, delivered as post-training datasets and reinforcement learning environments."

  • Based on: Aviro designs challenging worlds for AI models to explore and solve problems, delivered as post-training datasets and reinforcement learnin…(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 description11/15 pts · medium confidence

Homepage title: "Aviro" (5 characters). Meta description: "Aviro designs challenging worlds for AI models to explore and solve problems, delivered as post-training datasets and r…" (154 characters). The title doesn't say what you do.

  • Title: Aviro
  • Meta description: Aviro designs challenging worlds for AI models to explore and solve problems, delivered as post-training datasets and reinforcement learning environments.

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

Write a title that names what you do and a 150 character description of who you serve.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
✓
Homepage H1 describes the business10/10 pts · medium confidence

Homepage H1: "Environments for Long Horizon Work".

  • H1: Environments for Long Horizon Work

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 pages

Checking consistency needs the AI analysis, which wasn't available for this scan.

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 business2/15 pts · medium confidence

AI can't tell what kind of business this is.

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

Name your category in plain words and declare it in structured data.
In the AI Visibility Fix: 2 steps + 1 piece of ready-to-paste code
Offering Clarity Does AI know what you sell?
1 of 5 checks passed. Biggest gap: Offerings are described.
77%
15% of your score
40
✓
AI can name what you sell30/30 pts · medium confidence

AI identified 5 offerings: We focus on, Coding, Computer Use, Knowledge Work and 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 described0/20 pts · medium confidence

Only 0 of 5 offerings have a description AI could use.

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

Give each offering a one-sentence description of what it is and who it's for.
In the AI Visibility Fix: 1 step
×
Dedicated products or services page0/15 pts · medium confidence

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 customer10/20 pts · medium confidence

AI guesses your customers are "Long Horizon Work", but your site doesn't say it directly.

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 · medium confidence

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 4 checks passed. Biggest gap: Prices are readable.
77%
9% of your score
0
×
Prices are readable0/45 pts · medium confidence

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

Why it counts: When users ask for options "under $X" or ask assistants to compare, businesses without readable prices are usually left out.

Publish your prices, or at least starting prices, as real text on a pricing page.
In the AI Visibility Fix: 4 steps + 1 piece of ready-to-paste code
×
Pricing page exists0/20 pts · medium confidence

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 data0/20 pts · medium confidence

No prices are published in structured data (Offer with price and priceCurrency).

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

Add Offer JSON-LD with price and priceCurrency for your main plans or products.
In the AI Visibility Fix: 2 steps + 1 piece of ready-to-paste code
×
Pricing model is clear0/15 pts · medium confidence

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?
4 of 6 checks passed. Biggest gap: Category-relevant markup.
95%
13% of your score
89
✓
Structured data (JSON-LD) present25/25 pts

Found 5 JSON-LD blocks describing: Organization and WebSite.

  • Types: Organization, WebSite

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: logo.

  • 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 AI10/10 pts

Found a well-formed llms.txt ("Aviro").

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.

Trust Signals Can AI vouch for you?
3 of 7 checks passed. Biggest gap: Social proof.
77%
11% of your score
46
×
About page0/15 pts · medium confidence

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 · medium confidence

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 proof0/20 pts · medium confidence

No testimonials, reviews, ratings or case studies were found.

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

Show proof as text: testimonials with names, ratings, client logos with names, case studies with numbers.
In the AI Visibility Fix: 3 steps
✓
Linked official profiles15/15 pts · medium confidence

Linked profiles: X, LinkedIn and GitHub.

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.

✓
Privacy policy and terms10/10 pts · medium confidence

Privacy policy and terms are linked.

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

×
People behind the business0/10 pts · medium confidence

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 · medium confidence

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?
1 of 4 checks passed. Biggest gap: Machine-readable contact methods.
77%
13% of your score
31
×
Machine-readable contact methods0/25 pts · medium confidence

No email link, phone link or contact form was found.

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 action25/25 pts · medium confidence

Primary action found: "Book Demo", "Book Demo" and "Book Demo".

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.

×
Self-serve completion0/20 pts · medium confidence

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 fill

No forms found.

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.

·
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 · medium confidence

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?
0 of 4 checks passed. Biggest gap: Clear differentiation.
77%
11% of your score
25
×
Clear differentiation0/30 pts · medium confidence

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 facts10/20 pts · medium confidence

Only one concrete, quotable fact was found: "Backed by Y Combinator⁠ and working with four top frontier AI labs, several Fortune 100 companies, …".

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 · medium confidence

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 answered15/30 pts · medium confidence

AI couldn't answer 3 basic questions about you, including: "How much does it cost?", "Where do you operate or deliver?" and "Why choose you over alternatives?".

  • How much does it cost?: Assistants comparing options skip businesses they can't price.
  • Where do you operate or deliver?: Location filters are one of the first things AI applies.
  • Why choose you over alternatives?: Recommendations need a reason to pick you.

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

Answer the questions AI couldn't, in an FAQ section with FAQPage markup.
In the AI Visibility Fix: 4 steps + 1 piece of ready-to-paste code
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 aviro.ai? 53 out of 100
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AI Visibility Score 53
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 · 124 words
  • /benchmarksother · 114 words
  • /writeupsother · 68 words
  • /slaother · 227 words
  • /benchmarks/c4other · 93 words
Readable without JS
124 words on the homepage
Structured data
Organization, WebSite
Sitemap
9 URLs
llms.txt
Present
Built with
Next.js
Analysis
Deterministic (lite) · 3.4s

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