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AI visibility report · tinfoil.sh · Oct 12, 2026 · 8 pages read
85
/ 100
AI-ready

Can AI understand tinfoil.sh?

AI can read, understand and act on your business with confidence.

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

“Tinfoil offers encrypted, verifiable AI compute—private chat, inference API, and container hosting—using hardware enclaves for users and enterprises worldwide.”

01 · AI Mirror

What AI thinks Tinfoil 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 · tinfoil.sh
AI analysis · openai/gpt-oss-120b
Business
Tinfoil
Evidence
“Tinfoil - Private AI”
From homepage. Found on your site.
95%
What you do
Tinfoil offers encrypted, verifiable AI compute—private chat, inference API, and container hosting—using hardware enclaves for users and enterprises worldwide.
Evidence
“Tinfoil makes your AI workloads secure, verifiable, and private.”
From homepage. Found on your site.
90%
Category
Private AI platform
90%
What you sell
  • Private Chat$20/month
  • Private Inference APIUsage-based pricing
  • Tinfoil Containers$20/month + usage
100%
For whom
Individuals, developers, and enterprises that need private AI compute.
Evidence
“Trusted by companies, organizations, researchers, and people.”
From homepage. Found on your site.
85%
Where
Could not determine
0%
Pricing
Partly: Chat $20/month, Containers $20/month + usage, API pay‑as‑you‑go, Enterprise custom quote.
60%
How to buy
  • Online checkout: Subscribe to Private Chat via web checkout
  • Sign up: Create an account and obtain an API key for Privat
  • Contact form: Request GPU access or Enterprise plan via email fo
100%
How to contact
email (contact@tinfoil.sh), phone (+17076562728), 2 forms, contact page
100%
Business model
Software sold by subscription. Customers can buy online, sign up on their own or fill in a contact form.
90%
Why you
Data is encrypted directly to a secure enclave and cannot be accessed even by Tinfoil, with cryptographic verification.
Evidence
“Your data is encrypted directly to a secure enclave; Your data cannot be accessed or shared, not even by Tinfoil”
From homepage. Found on your site.
85%
Overall understanding confidence
Weighted across the facts above; 88% of quoted evidence verified on your pages.
82%
02 · The gaps

AI can answer the basics about you

AI could answer what you do, what you sell, what it costs and how to buy. Nice.

What AI does get right
  • Name
    Tinfoil
  • Category
    Private AI platform
  • Sells
    Private Chat, Private Inference API, Tinfoil Containers
  • For
    Individuals, developers, and enterprises that need private AI compute.
  • Pricing
    Chat $20/month, Containers $20/month + usage, API pay‑as‑you‑go, Enterprise custom quote.
  • Next step
    Subscribe to Private Chat via web checkout, Create an account and obtain an API key for Private Inference API
  • AI can name your offerings: Private Chat, Private Inference API and Tinfoil Containers.
  • AI can describe you in one sentence: "Tinfoil offers encrypted, verifiable AI compute—private chat, inference API, and container hosting—using hardware encla…"
  • Reachable by email, phone and contact form.
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take tinfoil.sh from 85 to about 92.

01 MediumPricing TransparencyHurts: Comparisoncosts 2.4 pts

Prices aren't in structured data

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

Why it matters: 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
02 MediumStructured DataHurts: Comparisoncosts 2.4 pts

Markup misses what matters for your category

Your markup doesn't describe the things that matter for a private ai platform (for example SoftwareApplication, WebApplication, Product).

Why it matters: 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
03 MediumOffering ClarityHurts: Comparisoncosts 2.3 pts

Offerings aren't in structured data

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

Why it matters: 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

Plus 5 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Tinfoil.

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 8 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and FAQ
  • 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 tinfoil.sh
$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 tinfoil.sh got 85

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

Crawl Access Can AI get in?
All 7 checks passed.
95%
12% of your score
100
✓
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 JavaScript20/20 pts

Your homepage serves 695 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 695

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.

✓
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 44 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%
14% of your score
100
✓
AI knows your business name15/15 pts

AI identifies your business as "Tinfoil".

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: "Tinfoil offers encrypted, verifiable AI compute—private chat, inference API, and container hosting—using hardware enclaves for users and enterprises worldwide."

  • Based on: Tinfoil makes your AI workloads secure, verifiable, and private.(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: "Tinfoil - Private AI" (20 characters). Meta description: "AI that keeps your data private at all times. Fast, powerful, and verifiable, thanks to secure hardware enclaves." (113 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: "EncryptedConfidentialPrivateVerifiableSecureEncryptedEncrypted Cloud Compute".

  • H1: EncryptedConfidentialPrivateVerifiableSecureEncryptedEncrypted Cloud Compute

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: Private AI platform.

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?
4 of 5 checks passed. Biggest gap: Offerings in structured data.
90%
15% of your score
85
✓
AI can name what you sell30/30 pts

AI identified 3 offerings: Private Chat, Private Inference API and Tinfoil Containers.

  • Private Chat: Private Chat $20/month(homepage)
  • Private Inference API: Private Inference API Usage-based pricing(homepage)
  • Tinfoil Containers: $20/month + usage(homepage)

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

3 of 3 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 page15/15 pts

Found a dedicated page: /pricing.

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

✓
Clear target customer20/20 pts

AI understands you serve: Individuals, developers, and enterprises that need private AI compute..

  • Based on: Trusted by companies, organizations, researchers, and people.(homepage)

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

×
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?
2 of 4 checks passed. Biggest gap: Prices in structured data.
90%
12% of your score
62
!
Prices are readable27/45 pts

AI found some pricing (Chat $20/month, Containers $20/month + usage, API pay‑as‑you‑go, Enterprise custom quote.), but not a complete picture.

  • Pricing text: Chat $20/month; Usage-based pricing; $20/month + usage; Enterprise plans are custom quoted(/pricing)

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 exists20/20 pts

Found a pricing page: /pricing.

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

×
Prices in structured data0/20 pts

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 clear15/15 pts

Pricing model stated: "Containers are billed per hour for CPU, memory, and GPUs (we don't offer shorter on-demand intervals).".

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

Structured Data Is it machine-readable?
5 of 6 checks passed. Biggest gap: Category-relevant markup.
95%
12% of your score
80
✓
Structured data (JSON-LD) present25/25 pts

Found 8 JSON-LD blocks describing: Organization and ContactPoint.

  • Types: Organization, ContactPoint

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 data25/25 pts

Your Organization markup includes name, url, logo and sameAs.

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.

✓
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 markup0/20 pts

Your markup doesn't describe the things that matter for a private ai platform (for example SoftwareApplication, WebApplication, Product).

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 ("Tinfoil - Verifiably Private AI").

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?
6 of 7 checks passed. Biggest gap: Verifiable business details.
90%
10% of your score
91
✓
About page15/15 pts

Found an About page: /company.

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.

!
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: We built Maple so that using private AI would be as easy as using any other app, with powerful open models and… (Anthony Ro…".

  • Proof: Customer quote: We built Maple so that using private AI would be as easy as using any other app, with powerful open models and… (Anthony Ro…
  • Proof: Customer quote: Our customers in defense and regulated industries can’t use OpenAI or Anthropic at all. With Tinfoil, they get… (Louis Beau…

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

✓
Linked official profiles15/15 pts

Linked profiles: GitHub, X and LinkedIn.

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

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 business10/10 pts

The people behind the business are mentioned ("Former founder & CEO of Readyset. PhD candidate at MIT's Language and Intelligence group.").

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

✓
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?
4 of 5 checks passed. Biggest gap: Machine-executable actions.
90%
14% of your score
89
✓
Machine-readable contact methods25/25 pts

Contact methods found: email, phone and contact form.

  • Email: contact@tinfoil.sh
  • Phone: +17076562728

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.

✓
Clear primary action25/25 pts

Primary action found: "Get Started" and "Get Started".

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 completion20/20 pts

Customers can complete online: signup.

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.

✓
Forms agents can fill10/10 pts

Your forms have labeled fields and no CAPTCHA.

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

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?
2 of 4 checks passed. Biggest gap: Concrete, comparable facts.
90%
11% of your score
72
✓
Clear differentiation30/30 pts

AI understands what sets you apart: Data is encrypted directly to a secure enclave and cannot be accessed even by Tinfoil, with cryptographic verification..

  • Based on: Your data is encrypted directly to a secure enclave; Your data cannot be accessed or shared, not even by Tinfoil(homepage)

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

×
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 area12/20 pts

Your site doesn't say which regions or countries you serve.

Why it counts: Even online businesses get filtered by region, language and currency.

Say which countries or regions you serve, and in which languages and currencies.
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 tinfoil.sh? 85 out of 100
Suggested post

AI gave tinfoil.sh 85/100 for AI visibility. It thinks we're "Tinfoil offers encrypted, verifiable AI compute—private chat, inference API, and container hosting—using ha..." What does AI think your business is?

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AI Visibility Score 85
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 · 695 words
  • /pricingpricing · 599 words
  • /companyabout · 442 words
  • /contactcontact · 143 words
  • /customersproof · 1860 words
  • /chatother · 974 words
  • /inferenceother · 910 words
  • /containersother · 479 words
Readable without JS
695 words on the homepage
Structured data
Organization, ContactPoint
Sitemap
44 URLs
llms.txt
Present
Built with
Next.js
Analysis
AI + deterministic · 8.5s

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