CanAIReadMe?

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

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AI visibility report · cubic.dev · Oct 11, 2026 · 7 pages read
83
/ 100
Strong, with gaps

Can AI understand cubic.dev?

AI understands your business well, with gaps that can cost you recommendations.

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

“cubic provides AI-powered code review and automated code scanning for software development teams, delivered as a web-based service.”

01 · AI Mirror

What AI thinks cubic 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 · cubic.dev
AI analysis · openai/gpt-oss-120b
Business
cubic
Evidence
“AI code reviews for complex codebases | Built to make you extraordinarily productive.”
From homepage. Found on your site.
95%
What you do
cubic provides AI-powered code review and automated code scanning for software development teams, delivered as a web-based service.
Evidence
“AI code reviews for complex codebases | Built to make you extraordinarily productive.”
From homepage. Found on your site.
90%
Category
AI code review platform
90%
What you sell
  • Starter (Free)$0
  • Team$30 per developer / month (billed yearly)
  • Pro$79 per developer / month (billed yearly)
100%
For whom
Could not determine
0%
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@cubic.dev)
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.
57%
02 · The gaps

4 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".

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 AI does get right
  • Name
    cubic
  • Category
    AI code review platform
  • Sells
    Starter (Free), Team, Pro
  • AI can name your offerings: Starter (Free), Team and Pro.
  • AI can describe you in one sentence: "cubic provides AI-powered code review and automated code scanning for software development teams, delivered as a web-ba…"
  • 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 cubic.dev from 83 to about 95.

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 HighOffering ClarityHurts: Recommendationcosts 3 pts

Target customer is unclear

AI can't tell who your customers are.

Why it matters: 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

Plus 4 smaller issues in the full breakdown below.

Is this your website?

Make AI understand cubic.

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 7 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 4 questions AI couldn't answer
  • Ready-to-paste code: structured data, meta tags, llms.txt, robots.txt rules, with instructions for Framer
  • 5 private re-scans over 60 days to confirm your new score
  • A brief you can forward to your developer
AI Visibility Fix for cubic.dev
$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 cubic.dev got 83

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (AI code review 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 263 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.

i
Model training crawlers

You block model-training crawlers (GPTBot, ClaudeBot, Google-Extended, Applebot-Extended, CCBot, Meta-ExternalAgent and 1 more). 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 36, group GPTBot)
  • ClaudeBot: Disallow: / (line 36, group ClaudeBot)
  • Google-Extended: Disallow: / (line 36, group Google-Extended)
  • Applebot-Extended: Disallow: / (line 36, group Applebot-Extended)
  • CCBot: Disallow: / (line 36, group CCBot)
  • Meta-ExternalAgent: Disallow: / (line 36, group Meta-ExternalAgent)

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 1344 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 1344

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 388 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 "cubic".

  • Source: AI code reviews for complex codebases | Built to make you extraordinarily productive.(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: "cubic provides AI-powered code review and automated code scanning for software development teams, delivered as a web-based service."

  • Based on: AI code reviews for complex codebases | Built to make you extraordinarily productive.(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 Code Review | cubic, #1 on independent benchmarks" (52 characters). Meta description: "AI code review designed to catch bugs in the most complex codebases. #1 on every independent benchmark. Try cubic free." (119 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 code reviews for complex codebases".

  • H1: AI code reviews for complex codebases

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 code review 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: Clear target customer.
90%
15% of your score
80
✓
AI can name what you sell30/30 pts

AI identified 3 offerings: Starter (Free), Team and Pro.

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-plans.

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 customer0/20 pts

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 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-plans.

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

1 priced offer 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: "Start your free trial".

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?
All 6 checks passed.
95%
12% of your score
100
✓
Structured data (JSON-LD) present25/25 pts

Found 3 JSON-LD blocks describing: Organization, SoftwareApplication, Offer, FAQPage, Question, Answer and 2 more.

  • Types: Organization, SoftwareApplication, Offer, FAQPage, Question, Answer, BreadcrumbList, ListItem

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 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 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 ("cubic").

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?
5 of 7 checks passed. Biggest gap: About page.
90%
10% of your score
76
×
About page0/15 pts

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

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: I hit Install, and within minutes cubic was flagging an AWS foot‑gun that even tests missed. (— Alex Chantavy, cofounder an…".

  • Proof: Customer quote: I hit Install, and within minutes cubic was flagging an AWS foot‑gun that even tests missed. (— Alex Chantavy, cofounder an…
  • Proof: Customer quote: One of the biggest struggles in open source is giving fast feedback while keeping a quality bar. (— Alex Chantavy)

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

✓
Linked official profiles15/15 pts

Linked profiles: LinkedIn, X and GitHub.

Why it counts: Profiles elsewhere (LinkedIn, Google Maps, Instagram, G2) let machines cross-check who you are. It's how an assistant confirms you're real.

✓
Privacy policy and terms10/10 pts

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 ("Maintainers at Subimage , founded by Alex Chantavy and Kunaal Sikka (YC W25), struggled to provide …").

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?
3 of 4 checks passed. Biggest gap: Machine-readable contact methods.
90%
14% of your score
84
!
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: "Get a demo", "Start free" and "Watch demo".

Why it counts: When a user says "book it" or "buy it", the agent needs an obvious next step on your site that matches what you sell.

✓
Self-serve 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 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 actions10/10 pts

You publish developer documentation or an API.

Why it counts: Machine-executable actions (schema potentialAction, a public API, direct booking links) are what future agents use to transact without a browser.

Recommendation Confidence Would AI recommend you?
2 of 4 checks passed. Biggest gap: Clear differentiation.
90%
11% of your score
62
×
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 facts20/20 pts

Concrete facts found, for example "I've been a dev for 13+ years and I'm still routinely humbled by what cubic catches. We've tried ot…".

  • Fact: I've been a dev for 13+ years and I'm still routinely humbled by what cubic catches. We've tried other tools but cubic is way better—there’…
  • Fact: On Team, you choose who gets a seat. On Pro and Max, every developer who opens 15 or more PRs in 30 days needs one, because scans cover the…
  • Fact: After adopting cubic, Cartography cut average PR merge times to just 10 hours 34 minutes: a 76% improvement.

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 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 cubic.dev? 83 out of 100
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AI gave cubic.dev 83/100 for AI visibility. It thinks we're "cubic provides AI-powered code review and automated code scanning for software development teams, delivered..." What does AI think your business is?

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AI Visibility Score 83
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
× Blocked
Claude-SearchBot
Anthropic
✓ Allowed
Claude-User
Anthropic
✓ Allowed
ClaudeBot
Anthropic
× Blocked
PerplexityBot
Perplexity
✓ Allowed
Googlebot
Google
✓ Allowed
Google-Extended
Google
× Blocked
Bingbot
Microsoft
✓ Allowed
Applebot-Extended
Apple
× Blocked
CCBot
Common Crawl
× Blocked
Meta-ExternalAgent
Meta
× Blocked
Bytespider
ByteDance
× Blocked
Pages read
  • homepagehome · 1344 words
  • /pricing-planspricing · 771 words
  • /customersproof · 226 words
  • /bugbench/pricepricing · 334 words
  • /customers/cartographyproof · 534 words
  • /enterpriseother · 684 words
  • /learningsother · 357 words
  • /demoHTTP 307
Readable without JS
1344 words on the homepage
Structured data
Organization, SoftwareApplication, Offer, FAQPage, Question
Sitemap
388 URLs
llms.txt
Present
Built with
Framer
Analysis
AI + deterministic · 10s

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