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

AI visibility report · neoncoral.inc · Oct 11, 2026 · 1 page read

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Nearly invisible to AI

Can AI understand neoncoral.inc?

AI can't clearly tell what your business does.

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

Nothing clear. AI can't say in one sentence what neoncoral does.

See what AI thinks you are Compare a competitor Share

When someone asks AI for a business like yours

You're most likely to lose them at: Understand you

01Find you79
Find you
Can AI crawlers reach and read your pages?
02Understand you22
Understand you
Can AI say who you are and what you do?
03Compare you0
Compare you
Can AI tell what you sell and what it costs?
04Recommend you12
Recommend you
Does AI have concrete reasons to pick you?
05Send customers16
Send customers
Can AI point someone to buy, book or contact you?

01 · AI Mirror

What AI thinks neoncoral 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 · neoncoral.inc

AI analysis · openai/gpt-oss-120b

Business

neoncoral

Evidence

“neoncoral (YC X25)”

From homepage. Found on your site.

90%

What you do

AI can't say what this business does

7 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.

What does neoncoral actually do?

What this means: When someone asks an assistant for a unknown, it can't match you to the request if it can't say what you do.

What do you sell?

What this means: Assistants recommend specific products and services. One they can't name, they can't recommend.

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.

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 product or service does neoncoral offer?

What this means: Potential customers need to know what they can obtain.

What AI does get right

Name
neoncoral
Your homepage responds in 107 ms.
No bot wall: automated visitors can load your pages.
All AI answer engines are allowed to read your site.

03 · What to change

The 5 changes that matter most

Ranked by how many points each costs you. Fixing these 5 alone could take neoncoral.inc from 20 to about 41.

01 HighBusiness IdentityHurts: Understandingcosts 4.8 pts

AI can't say what you do

AI could not determine what your business does from your website. Most likely misreading: AI might assume neoncoral is an email or stealth startup service rather than a product/company.

Why it matters: "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.

Add one plain sentence near the top of your homepage saying what you do, for whom and where.

In the AI Visibility Fix: 4 steps

02 HighOffering ClarityHurts: Recommendationcosts 4.5 pts

AI can't name what you sell

AI could not identify any specific product or service you sell.

Why it matters: 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.

Name each product or service explicitly, one heading each, on a page linked from your navigation.

In the AI Visibility Fix: 3 steps

03 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

04 HighAgent ActionabilityHurts: Taking actioncosts 4.1 pts

No clear primary action

We found no clear call to action (buy, book or get in touch).

Why it matters: 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 unknown obvious: buy, book or get in touch.

In the AI Visibility Fix: 3 steps

05 HighStructured DataHurts: Understandingcosts 3.6 pts

No structured data (JSON-LD)

Your site has no structured data at all. AI has to infer every fact about you from prose.

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

Add JSON-LD structured data, starting with your Organization.

In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code

Plus 29 smaller issues in the full breakdown below.

Is this your website?

Make AI understand neoncoral.

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 34 problems, in order of impact
Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 7 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 neoncoral.inc

$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 neoncoral.inc got 20

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

Crawl Access Can AI get in?

5 of 7 checks passed. Biggest gap: Content readable without JavaScript.

95%

12% of your score

✓

Homepage responds quickly20/20 pts

Your homepage loaded in 107 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

No robots.txt restrictions apply (the file is missing or empty), so all AI crawlers are allowed by default.

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 JavaScript4/20 pts

Your homepage has only 5 words of readable text. There is very little for an AI to understand.

Words in raw HTML: 5

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 available0/5 pts

We couldn't find an XML sitemap at /sitemap.xml or referenced in robots.txt.

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

Publish an XML sitemap and reference it in robots.txt.

In the AI Visibility Fix: 3 steps

✓

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?

2 of 6 checks passed. Biggest gap: AI can say what you do.

62%

16% of your score

✓

AI knows your business name15/15 pts · medium confidence

AI identifies your business as "neoncoral".

Source: neoncoral (YC X25)(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 do0/30 pts · medium confidence

AI could not determine what your business does from your website. Most likely misreading: AI might assume neoncoral is an email or stealth startup service rather than a product/company.

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.

Add one plain sentence near the top of your homepage saying what you do, for whom and where.

In the AI Visibility Fix: 4 steps

Descriptive title and meta description8/15 pts · medium confidence

Homepage title: "neoncoral (YC X25)" (18 characters). Meta description: missing.

Title: neoncoral (YC X25)
Meta description: missing

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 business0/10 pts · medium confidence

Your homepage has no H1 heading.

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.

Make your homepage H1 say what you do in plain words.

In the AI Visibility Fix: 3 steps

✓

Consistent story across pages15/15 pts · medium confidence

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 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?

0 of 5 checks passed. Biggest gap: AI can name what you sell.

62%

15% of your score

AI can name what you sell0/30 pts · medium confidence

AI could not identify any specific product or service you sell.

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.

Name each product or service explicitly, one heading each, on a page linked from your navigation.

In the AI Visibility Fix: 3 steps

Offerings are described0/20 pts · medium confidence

There are no identifiable offerings to describe.

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 customer0/20 pts · medium confidence

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 · 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.

62%

9% of your score

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?

0 of 5 checks passed. Biggest gap: Structured data (JSON-LD) present.

95%

13% of your score

Structured data (JSON-LD) present0/25 pts

Your site has no structured data at all. AI has to infer every fact about you from prose.

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.

Add JSON-LD structured data, starting with your Organization.

In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code

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 valid

No structured data to validate.

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 unknown (for example Product, Service, LocalBusiness).

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 card0/10 pts

Missing Open Graph tags: og:title, og:description, og:image.

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.

Add og:title, og:description and og:image to your pages.

In the AI Visibility Fix: 1 step + 1 piece of ready-to-paste code

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?

1 of 7 checks passed. Biggest gap: Social proof.

62%

11% of your score

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 profiles0/15 pts · medium confidence

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

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 · 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?

0 of 4 checks passed. Biggest gap: Clear primary action.

62%

13% of your score

Machine-readable contact methods13/25 pts · medium confidence

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

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 action0/25 pts · medium confidence

We found no clear call to action (buy, book or get in touch).

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 unknown obvious: buy, book or get in touch.

In the AI Visibility Fix: 3 steps

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.

62%

11% of your score

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 facts0/20 pts · medium confidence

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 · 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 answered3/30 pts · medium confidence

AI couldn't answer 6 basic questions about you, including: "What product or service does neoncoral offer?", "Who is the target audience or customer?" and "What are the pricing details or models?".

What product or service does neoncoral offer?: Potential customers need to know what they can obtain.
Who is the target audience or customer?: Helps determine relevance to the visitor.
What are the pricing details or models?: Pricing influences purchase decisions.
Where is the company located or does it serve specific regions?: Geographic relevance may affect availability.

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

What AI crawlers see: robots.txt, pages read, structured data+

robots.txt permissions for AI

Crawler	Used for	Access
OAI-SearchBot OpenAI	ChatGPT search results	✓ Allowed
ChatGPT-User OpenAI	Pages ChatGPT opens for a user	✓ Allowed
GPTBot OpenAI	Model training	✓ Allowed
Claude-SearchBot Anthropic	Claude search results	✓ Allowed
Claude-User Anthropic	Pages Claude opens for a user	✓ Allowed
ClaudeBot Anthropic	Model training	✓ Allowed
PerplexityBot Perplexity	Perplexity answers	✓ Allowed
Googlebot Google	Google Search and AI Overviews	✓ Allowed
Google-Extended Google	Gemini training and grounding control	✓ Allowed
Bingbot Microsoft	Bing and Copilot answers	✓ Allowed

Pages read

homepagehome · 5 words

Readable without JS

5 words on the homepage

Structured data

None

Sitemap

Not found

llms.txt

Not found

Built with

Unknown

Analysis

AI + deterministic · 2.7s

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Can AI understand neoncoral.inc?

What AI thinks neoncoral is

7 things AI couldn't figure out about you

The 5 changes that matter most

AI can't say what you do

AI can't name what you sell

AI can't find your prices

No clear primary action

No structured data (JSON-LD)

Make AI understand neoncoral.

How does your competitor score?

Why neoncoral.inc got 20

Show someone what AI thinks

What does AI think your business is?