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“Roark provides a simulation testing and evaluation platform for voice AI agents, letting teams simulate calls before launch and score live production calls with 500+ audio-native metrics.”
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.
“Roark - Voice AI Testing & Evals”
“Roark is the simulation testing and evals platform for voice AI agents.”
“Teams ship faster when they can hear what breaks.”
These are questions real customers ask assistants before they buy. Your site doesn't answer them clearly, so AI can't either.
What this means: An assistant or agent can't send a customer to a next step it can't find.
What this means: When AI compares options it repeats concrete reasons. Without one, it has nothing to say about you.
Ranked by how many points each costs you. Fixing these 3 alone could take roark.ai from 83 to about 91.
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.
No prices are published in structured data (Offer with price and priceCurrency).
Why it matters: Offer markup states price, currency and availability as data, so assistants can quote you without misreading a number on the page.
Your markup doesn't describe the things that matter for a voice ai testing and evaluation platform (for example SoftwareApplication, WebApplication, Product).
Why it matters: The most useful markup depends on your business: products and offers for stores, menus and hours for restaurants, services for professional firms.
Plus 8 smaller issues in the full breakdown below.
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.
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Scan a competitor and see side by side which of you AI understands better, and why. Real scans only.
8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (Voice AI testing and evaluation platform). Full methodology
Your homepage loaded in 37 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.
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.
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.
Your homepage serves 1498 words of readable text in the raw HTML, no JavaScript required.
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.
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.
Found a sitemap with 89 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.
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.
AI identifies your business as "Roark".
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 state what you do: "Roark provides a simulation testing and evaluation platform for voice AI agents, letting teams simulate calls before launch and score live production calls with 500+ audio-native metrics."
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.
Homepage title: "Roark - Voice AI Testing & Evals" (32 characters). Meta description: "Roark simulates your voice agent against hundreds of scenarios before launch, then scores every production call on 500+…" (195 characters). The description is outside the 50 to 170 character range.
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: "Test, monitor, and improve the voice AI agents you already run.".
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.
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 classifies you as: Voice AI testing and evaluation platform.
Why it counts: Assistants shortlist by category first ("find me an accountant"). If yours is unclear, you don't make the shortlist.
AI identified 7 offerings: Team plan, Enterprise plan, Simulation testing (pre‑launch), Live call scoring (post‑call analysis), Custom metrics and 2 more.
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.
7 of 7 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.
Found a dedicated page: /product/simulation.
Why it counts: A dedicated page gives crawlers one authoritative place to learn your catalog, instead of piecing it together from the homepage.
AI understands you serve: Voice AI product teams and developers building voice assistants or support agents..
Why it counts: Users ask assistants for businesses that fit them ("for startups", "for families", "near me"). An unclear audience means fewer matches.
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.
AI can read your prices: Usage‑based pricing with a free tier ($50 credit), Team plan $500/mo, Enterprise $4,000+/mo; simulation $0.15‑0.05/min plus provider costs, metric evaluation $…
Why it counts: When users ask for options "under $X" or ask assistants to compare, businesses without readable prices are usually left out.
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.
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.
Pricing model stated: "One simultaneous call or simulation. Pay-as-you-go includes 10, Team includes 25, and Enterprise starts at 100 and scales without a cap. On…".
Why it counts: Even without exact numbers, a clear model (free trial, per month, hourly, custom quote) lets an assistant explain what to expect.
Found 14 JSON-LD blocks describing: Organization, Person, ContactPoint, WebSite and ImageObject.
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.
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.
All JSON-LD blocks parse correctly.
Why it counts: Invalid JSON-LD is silently ignored. You get none of the benefit.
Your markup doesn't describe the things that matter for a voice ai testing and evaluation platform (for example SoftwareApplication, WebApplication, Product).
Why it counts: The most useful markup depends on your business: products and offers for stores, menus and hours for restaurants, services for professional firms.
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.
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.
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.
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.
You state credentials ("ISO 27001") 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.
Linked profiles: GitHub, 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.
Missing: terms.
Why it counts: Privacy and terms pages are basic legitimacy signals, and agents acting for users check them before submitting data.
The people behind the business are mentioned ("Co-founder & CEO").
Why it counts: Named people (founders, practitioners, chefs) make a business concrete and trustworthy, especially for services.
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.
Contact methods found: email and phone.
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.
Primary action found: "Get started→", "Get started free→" and "Get started free".
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.
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.
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.
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.
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.
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.
Concrete facts found, for example "01Healthcare → 02Finance → 03Insurance → 04Home Services → 05Customer Support → 06Hospitality → 07R…".
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.
Your site doesn't say which regions or countries you serve.
Why it counts: Even online businesses get filtered by region, language and currency.
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.
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AI gave roark.ai 83/100 for AI visibility. It thinks we're "Roark provides a simulation testing and evaluation platform for voice AI agents, letting teams simulate cal..." What does AI think your business is?
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| 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 |
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