CanAIReadMe?

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

Scan my website free
AI visibility report · mentra.glass · Oct 10, 2026 · 8 pages read
81
/ 100
Strong, with gaps

Can AI understand mentra.glass?

AI understands what you do, but may struggle to confidently recommend you.

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

“Mentra provides AI-powered smart glasses for frontline workers, enabling hands‑free remote expert support, automatic work documentation and AI assistance for enterprise deployments.”

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: Recommend you
  1. 01Find you97
  2. 02Understand you77
  3. 03Compare you83
  4. 04Recommend you69
  5. 05Send customers94
01 · AI Mirror

What AI thinks Mentra 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 · mentra.glass
AI analysis · openai/gpt-oss-120b
Business
Mentra
Evidence
“Mentra builds AI glasses for frontline workers”
From homepage. Found on your site.
95%
What you do
Mentra provides AI-powered smart glasses for frontline workers, enabling hands‑free remote expert support, automatic work documentation and AI assistance for enterprise deployments.
Evidence
“AI Glasses for Frontline Workers”
From homepage. Found on your site.
90%
Category
AI smart glasses for enterprise frontline workers
80%
What you sell
  • Mentra Live$449
  • MentraOS
100%
For whom
Frontline workers and enterprises that need AI‑assisted field support
Evidence
“AI Glasses for Frontline Workers”
From homepage. Found on your site.
90%
Where
Could not determine
0%
Pricing
$449 per unit
95%
How to buy
  • Online checkout: Buy Mentra Live via Order Now button on product pa
  • Contact form: Talk to Sales / Contact Sales form for pilots and
85%
How to contact
email (support@mentraglass.com), 7 forms, contact page
100%
Business model
Professional services. Customers can buy online or fill in a contact form.
80%
Why you
Sovereign AI with private data ownership and an open‑source software stack (MentraOS) that can run on‑prem or air‑gapped.
Evidence
“Sovereign AI, private data, full ownership.”
From homepage. Found on your site.
80%
Overall understanding confidence
Weighted across the facts above; 100% of quoted evidence verified on your pages.
85%
What AI may get wrong

“consumer smart glasses”

02 · The gaps

6 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.

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.

What is the cost for enterprise pilots or bulk orders?

What this means: Customers need to budget for large‑scale deployments.

What are the detailed terms of the 1‑year warranty?

What this means: Understanding coverage is critical for hardware investments.

Is there a subscription or software licensing fee for AI services?

What this means: Ongoing costs affect total cost of ownership.

How long does a typical deployment (hardware + software integration) take?

What this means: Planning rollout timelines requires this information.

Can the glasses be used with non‑Microsoft Teams communication tools?

What this means: Organizations may have different collaboration platforms.

What AI does get right
  • Name
    Mentra
  • Category
    AI smart glasses for enterprise frontline workers
  • Sells
    Mentra Live, MentraOS
  • For
    Frontline workers and enterprises that need AI‑assisted field support
  • Pricing
    $449 per unit
  • Next step
    Buy Mentra Live via Order Now button on product page, Talk to Sales / Contact Sales form for pilots and enterprise quotes
  • AI can describe you in one sentence: "Mentra provides AI-powered smart glasses for frontline workers, enabling hands‑free remote expert support, automatic wo…"
  • AI can name your offerings: Mentra Live and MentraOS.
  • Clear differentiator: Sovereign AI with private data ownership and an open‑source software stack (MentraOS) tha….
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take mentra.glass from 81 to about 89.

01 HighStructured DataHurts: Understandingcosts 3 pts

Organization markup is missing or incomplete

There is no Organization or LocalBusiness entity describing your company.

Why it matters: 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
02 HighRecommendation ConfidenceHurts: Recommendationcosts 3 pts

Common questions go unanswered

AI couldn't answer 6 basic questions about you, including: "What is the cost for enterprise pilots or bulk orders?", "Do you ship internationally and what are the shipping costs?" and "What are the detailed terms of the 1‑year warranty?".

  • What is the cost for enterprise pilots or bulk orders?: Customers need to budget for large‑scale deployments.
  • Do you ship internationally and what are the shipping costs?: Frontline teams may be located worldwide.
  • What are the detailed terms of the 1‑year warranty?: Understanding coverage is critical for hardware investments.
  • Is there a subscription or software licensing fee for AI services?: Ongoing costs affect total cost of ownership.

Why it matters: 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: 6 steps + 1 piece of ready-to-paste code
03 MediumOffering ClarityHurts: Comparisoncosts 2.4 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 8 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Mentra.

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 11 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 6 questions AI couldn't answer
  • Ready-to-paste code: structured data, meta tags, llms.txt, robots.txt rules, with instructions for Shopify
  • 5 private re-scans over 60 days to confirm your new score
  • A brief you can forward to your developer
AI Visibility Fix for mentra.glass
$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 mentra.glass got 81

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (AI smart glasses for enterprise frontline workers). Full methodology

Crawl Access Can AI get in?
6 of 7 checks passed. Biggest gap: AI answer engines may read your site.
95%
12% of your score
97
✓
Homepage responds quickly20/20 pts

Your homepage loaded in 533 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 site17/20 pts

Your robots.txt blocks ChatGPT-User (Pages ChatGPT opens for a user). Those assistants are told not to read your pages.

  • ChatGPT-User (OpenAI, Pages ChatGPT opens for a user): Disallow: / (line 112, group ChatGPT-User)

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.

Allow AI answer engines in robots.txt while keeping any training opt-outs you want.
In the AI Visibility Fix: 5 steps + 1 piece of ready-to-paste code
i
Model training crawlers

You block model-training crawlers (GPTBot, Google-Extended, CCBot and Bytespider). That's a legitimate choice: your content stays out of future training data, and models may know less about you by default. Live answer engines are separate and scored above.

  • GPTBot: Disallow: / (line 109, group GPTBot)
  • Google-Extended: Disallow: / (line 124, group Google-Extended)
  • CCBot: Disallow: / (line 115, group CCBot)
  • Bytespider: Disallow: / (line 127, group Bytespider)

Why it counts: Training opt-outs don't stop AI search, but they reduce what models know about you without browsing.

✓
Content readable without JavaScript20/20 pts

Your homepage serves 1087 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 1087

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 6 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 "Mentra".

  • Source: Mentra builds AI glasses for frontline workers(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: "Mentra provides AI-powered smart glasses for frontline workers, enabling hands‑free remote expert support, automatic work documentation and AI assistance for enterprise deployments."

  • Based on: AI Glasses for Frontline Workers(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: "AI Glasses for Frontline Workers | Mentra" (41 characters). Meta description: "Mentra builds AI glasses for frontline workers, with hands-free remote expert calls, documentation, guided work, and so…" (145 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: "AI Glasses for Frontline Workers".

  • H1: AI Glasses for Frontline Workers

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 smart glasses for enterprise frontline workers.

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%
16% of your score
85
✓
AI can name what you sell30/30 pts

AI identified 2 offerings: Mentra Live and MentraOS.

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

2 of 2 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: /live.

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: Frontline workers and enterprises that need AI‑assisted field support.

  • Based on: AI Glasses for Frontline Workers(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 3 checks passed. Biggest gap: Pricing page exists.
90%
5% of your score
75
✓
Prices are readable45/45 pts

AI can read your prices: $449 per unit

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

×
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 clear15/15 pts

Pricing model is clear from published prices.

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?
3 of 6 checks passed. Biggest gap: Organization identity in structured data.
95%
12% of your score
45
✓
Structured data (JSON-LD) present25/25 pts

Found 8 JSON-LD blocks describing: WebSite.

  • Types: 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 data0/25 pts

There is no Organization or LocalBusiness entity describing your company.

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 markup0/20 pts

Your markup doesn't describe the things that matter for a ai smart glasses for enterprise frontline workers (for example Service, ProfessionalService, LegalService).

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?
5 of 7 checks passed. Biggest gap: Social proof.
90%
15% of your score
81
✓
About page15/15 pts

Found an About page: /about.

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 proof10/20 pts

You state credentials ("Built for all-day wear, we cover a wide range of Rx prescriptions. We cover with certified lens lab…") but show no reviews, testimonials or case studies.

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

Linked profiles: GitHub, X, Instagram 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 ("CEO / FOUNDER").

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%
12% of your score
94
✓
Machine-readable contact methods25/25 pts

Contact methods found: email and contact form.

  • Email: support@mentraglass.com

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: "Talk to Sales", "Contact us here." and "Contact Sales".

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: checkout and online ordering.

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 actions5/10 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: Common questions are answered.
90%
11% of your score
53
✓
Clear differentiation30/30 pts

AI understands what sets you apart: Sovereign AI with private data ownership and an open‑source software stack (MentraOS) that can run on‑prem or air‑gapped..

  • Based on: Sovereign AI, private data, full ownership.(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 facts20/20 pts

Concrete facts found, for example "20 years eyewear design lead with Marchon, Nike, Calvin Klein.".

  • Fact: 20 years eyewear design lead with Marchon, Nike, Calvin Klein.
  • Fact: Applies 10 years in Chinese law and business to own hardware shipping and compliance.
  • Fact: • 12+ hours mixed use

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.

×
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 answered3/30 pts

AI couldn't answer 6 basic questions about you, including: "What is the cost for enterprise pilots or bulk orders?", "Do you ship internationally and what are the shipping costs?" and "What are the detailed terms of the 1‑year warranty?".

  • What is the cost for enterprise pilots or bulk orders?: Customers need to budget for large‑scale deployments.
  • Do you ship internationally and what are the shipping costs?: Frontline teams may be located worldwide.
  • What are the detailed terms of the 1‑year warranty?: Understanding coverage is critical for hardware investments.
  • Is there a subscription or software licensing fee for AI services?: Ongoing costs affect total cost of ownership.

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: 6 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 mentra.glass? 81 out of 100
Suggested post

AI gave mentra.glass 81/100 for AI visibility. It thinks we're "Mentra provides AI-powered smart glasses for frontline workers, enabling hands‑free remote expert support,..." 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 81
What AI crawlers see: robots.txt, pages read, structured data+
robots.txt permissions for AI
CrawlerAccess
OAI-SearchBot
OpenAI
✓ Allowed
ChatGPT-User
OpenAI
× Blocked
GPTBot
OpenAI
× Blocked
Claude-SearchBot
Anthropic
✓ Allowed
Claude-User
Anthropic
✓ Allowed
ClaudeBot
Anthropic
✓ Allowed
PerplexityBot
Perplexity
✓ Allowed
Googlebot
Google
✓ Allowed
Google-Extended
Google
× Blocked
Bingbot
Microsoft
✓ Allowed
CCBot
Common Crawl
× Blocked
Bytespider
ByteDance
× Blocked
Pages read
  • homepagehome · 1087 words
  • /liveofferings · 1213 words
  • /aboutabout · 1407 words
  • /contactcontact · 152 words
  • /supportfaq · 222 words
  • /liveproduct · 1213 words
  • /devsdocs · 156 words
  • /osother · 597 words
Readable without JS
1087 words on the homepage
Structured data
WebSite
Sitemap
6 URLs
llms.txt
Not found
Built with
Shopify
Analysis
AI + deterministic · 7.5s

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.