CanAIReadMe?

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AI visibility report · onlook.com · Oct 7, 2026 · 8 pages read
80
/ 100
Strong, with gaps

Can AI understand onlook.com?

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

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

“Onlook provides a free, open-source visual code editor that lets designers build React and TailwindCSS applications directly in code with AI assistance, targeting design and development teams worldwide.”

01 · AI Mirror

What AI thinks Onlook 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 · onlook.com
AI analysis · openai/gpt-oss-120b
Business
Onlook
Evidence
“Onlook — The Developer Tool for Designers”
From homepage. Found on your site.
95%
What you do
Onlook provides a free, open-source visual code editor that lets designers build React and TailwindCSS applications directly in code with AI assistance, targeting design and development teams worldwide.
Evidence
“Onlook is a visual code editor that lets designers work directly in real codebases. Edit live React components on an infinite canvas with your team’s real Storybook design system. AI helps. The code is the source of truth. Open-source.”
From homepage. Found on your site.
90%
Category
Visual code editor for designers (React/TailwindCSS)
90%
What you sell
  • Visual Editor for React & TailwindCSS AppsFree tier; paid hosted plans
  • AI-Powered Visual BuilderFree tier; paid hosted plans
  • Project TemplatesFree tier; paid hosted plans
  • Branching & Version ControlFree tier; paid hosted plans
  • Theming & BrandingFree tier; paid hosted plans
  • Advanced SecurityFree tier; paid hosted plans
  • Self‑hosted Open‑source VersionFree
  • Hosted Cloud VersionCustom pricing
100%
For whom
Designers and development teams building web applications who want a visual editor that writes real code.
Evidence
“A true developer tool for designers, helping you code without knowing anything about code.”
From homepage. Found on your site.
85%
Where
Could not determine
0%
Pricing
Could not determine
0%
How to buy
No clear way to buy, book or get started
0%
How to contact
email (contact@onlook.com)
60%
Business model
Software product. No clear way to buy.
54%
Why you
Unclear what makes you different
0%
Overall understanding confidence
Weighted across the facts above; 100% of quoted evidence verified on your pages.
66%
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".

How do I buy, book or get started?

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

Why choose you over alternatives?

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

What AI does get right
  • Name
    Onlook
  • Category
    Visual code editor for designers (React/TailwindCSS)
  • Sells
    Visual Editor for React & TailwindCSS Apps, AI-Powered Visual Builder, Project Templates, Branching & Version Control
  • For
    Designers and development teams building web applications who want a visual editor that writes real code.
  • AI can name your offerings: Visual Editor for React & TailwindCSS Apps, AI-Powered Visual Builder, Project Templates and 5 more.
  • AI can describe you in one sentence: "Onlook provides a free, open-source visual code editor that lets designers build React and TailwindCSS applications dir…"
  • Clear next step (sign up, start a trial or book a demo).
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take onlook.com from 80 to about 91.

01 CriticalPricing TransparencyHurts: Comparisoncosts 5.4 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 HighRecommendation ConfidenceHurts: Recommendationcosts 3.3 pts

Differentiation is unclear

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

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

State what makes you different in one concrete sentence.
In the AI Visibility Fix: 3 steps
03 MediumAgent ActionabilityHurts: Taking actioncosts 2.2 pts

Few machine-readable contact methods

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

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

Plus 8 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Onlook.

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 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 onlook.com
$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 onlook.com got 80

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (Visual code editor for designers (React/TailwindCSS)). 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 389 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 1814 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 1814

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 16 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 "Onlook".

  • Source: Onlook — The Developer Tool for Designers(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: "Onlook provides a free, open-source visual code editor that lets designers build React and TailwindCSS applications directly in code with AI assistance, targeting design and development teams worldwi…"

  • Based on: Onlook is a visual code editor that lets designers work directly in real codebases. Edit live React components on an infinite canvas with y…(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: "Onlook — The Developer Tool for Designers" (41 characters). Meta description: "Onlook is a free, local-first editor where designers craft exceptional experiences in code." (91 characters).

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

✓
Homepage H1 describes the business10/10 pts

Homepage H1: "The Developer Tool forDesigners".

  • H1: The Developer Tool forDesigners

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: Visual code editor for designers (React/TailwindCSS).

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?
All 5 checks passed.
90%
15% of your score
100
✓
AI can name what you sell30/30 pts

AI identified 8 offerings: Visual Editor for React & TailwindCSS Apps, AI-Powered Visual Builder, Project Templates, Branching & Version Control, Theming & Branding and 3 more.

  • Visual Editor for React & TailwindCSS Apps: Visual Editor for React & TailwindCSS Apps(homepage)
  • AI-Powered Visual Builder: Design with AI on an infinite canvas(homepage)
  • Project Templates: Project Templates Save and reuse your projects as templates across your team(/pricing)
  • Branching & Version Control: Branching & Version Control Create and manage branches for your projects with full version history(/pricing)

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

8 of 8 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: /features.

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: Designers and development teams building web applications who want a visual editor that writes real code..

  • Based on: A true developer tool for designers, helping you code without knowing anything about code.(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 data15/15 pts

Your offerings are marked up as SoftwareApplication and Offer.

  • Schema types: SoftwareApplication, Offer

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

Pricing Transparency Can AI quote you?
3 of 4 checks passed. Biggest gap: Prices are readable.
90%
12% of your score
55
×
Prices are readable0/45 pts

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 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 data20/20 pts

8 priced offers found in your structured data.

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 stated: "Custom pricing tailored to your team's needs".

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?
4 of 6 checks passed. Biggest gap: Organization identity in structured data.
95%
12% of your score
92
✓
Structured data (JSON-LD) present25/25 pts

Found 26 JSON-LD blocks describing: Organization, ContactPoint, WebSite, SoftwareApplication, Offer, FAQPage and 2 more.

  • Types: Organization, ContactPoint, WebSite, SoftwareApplication, Offer, FAQPage, Question, Answer

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 markup20/20 pts

Your markup covers what matters for your category (SoftwareApplication and Offer, FAQPage).

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.

!
Open Graph summary card7/10 pts

Missing Open Graph tags: 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 AI10/10 pts

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

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?
4 of 7 checks passed. Biggest gap: Social proof.
90%
10% of your score
61
✓
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 proof0/20 pts

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

Linked profiles: GitHub, X, LinkedIn and YouTube.

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 business0/10 pts

No founders, owners or team members are named.

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

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

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

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

Agent Actionability Can AI take the next step?
2 of 4 checks passed. Biggest gap: Machine-readable contact methods.
90%
14% of your score
78
!
Machine-readable contact methods13/25 pts

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 action25/25 pts

Primary action found: "Sign Up", "How do I get started?" and "How do I 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: booking via HubSpot Meetings and 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 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 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?
1 of 4 checks passed. Biggest gap: Clear differentiation.
90%
11% of your score
42
×
Clear differentiation0/30 pts

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

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

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

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

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

Add 3 to 5 concrete facts customers care about.
In the AI Visibility Fix: 1 step
!
Clear service 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 onlook.com? 80 out of 100
Suggested post

AI gave onlook.com 80/100 for AI visibility. It thinks we're "Onlook provides a free, open-source visual code editor that lets designers build React and TailwindCSS appl..." What does AI think your business is?

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AI Visibility Score 80
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 · 1814 words
  • /pricingpricing · 477 words
  • /featuresofferings · 1629 words
  • /aboutabout · 451 words
  • /faqfaq · 544 words
  • /features/aiofferings · 1641 words
  • /features/prototypeofferings · 1577 words
  • /why-onlookother · 1239 words
Readable without JS
1814 words on the homepage
Structured data
Organization, ContactPoint, WebSite, SoftwareApplication, Offer
Sitemap
16 URLs
llms.txt
Present
Built with
Next.js
Analysis
AI + deterministic · 14.3s

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