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AI visibility report · refresh.dev · Oct 12, 2026 · 5 pages read
70
/ 100
Strong, with gaps

Can AI understand refresh.dev?

AI understands what you do, but may struggle to confidently recommend or transact with your business.

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

“Refresh builds simulated worlds for coding and computer use, offering high‑fidelity AI training and evaluation environments for frontier labs and enterprises.”

01 · AI Mirror

What AI thinks Refresh 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 · refresh.dev
AI analysis · openai/gpt-oss-120b
Business
Refresh
Evidence
“Refresh builds simulation engines for coding and computer use”
From homepage. Found on your site.
95%
What you do
Refresh builds simulated worlds for coding and computer use, offering high‑fidelity AI training and evaluation environments for frontier labs and enterprises.
Evidence
“Refresh builds simulated worlds for coding and computer use, with verifiable rewards that move models forward.”
From homepage. Found on your site.
90%
Category
AI simulation environment provider
80%
What you sell
  • PDFBench
  • EMRBench
  • Bespoke Synthetic
  • BlenderBench
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 (founders@refresh.dev)
60%
Business model
Professional services. No clear way to buy.
48%
Why you
Unclear what makes you different
0%
Overall understanding confidence
Weighted across the facts above; 100% of quoted evidence verified on your pages.
56%
02 · The gaps

5 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.

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.

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
    Refresh
  • Category
    AI simulation environment provider
  • Sells
    PDFBench, EMRBench, Bespoke Synthetic, BlenderBench
  • AI can describe you in one sentence: "Refresh builds simulated worlds for coding and computer use, offering high‑fidelity AI training and evaluation environm…"
  • AI can name your offerings: PDFBench, EMRBench, Bespoke Synthetic and 1 more.
  • Your site answers the questions customers ask.
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take refresh.dev from 70 to about 80.

01 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
02 HighOffering ClarityHurts: Recommendationcosts 3.2 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
03 HighAgent ActionabilityHurts: Taking actioncosts 3 pts

Nothing can be completed online

Nothing can be completed online: every path ends in a form or a phone call.

Why it matters: 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

Plus 12 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Refresh.

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 15 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 5 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 refresh.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 refresh.dev got 70

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (AI simulation environment provider). 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 104 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 576 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 576

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 13 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?
5 of 6 checks passed. Biggest gap: Descriptive title and meta description.
90%
17% of your score
96
✓
AI knows your business name15/15 pts

AI identifies your business as "Refresh".

  • Source: Refresh builds simulation engines for coding and computer use(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: "Refresh builds simulated worlds for coding and computer use, offering high‑fidelity AI training and evaluation environments for frontier labs and enterprises."

  • Based on: Refresh builds simulated worlds for coding and computer use, with verifiable rewards that move models forward.(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 description11/15 pts

Homepage title: "Refresh" (7 characters). Meta description: "Refresh builds simulation engines for coding and computer use, for frontier labs to train the next generation of virtua…" (156 characters). The title doesn't say what you do.

  • Title: Refresh
  • Meta description: Refresh builds simulation engines for coding and computer use, for frontier labs to train the next generation of virtual software engineering collaborators.

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 business10/10 pts

Homepage H1: "Environments for the next capabilities".

  • H1: Environments for the next capabilities

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 simulation environment provider.

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?
2 of 5 checks passed. Biggest gap: Clear target customer.
90%
16% of your score
50
✓
AI can name what you sell30/30 pts

AI identified 4 offerings: PDFBench, EMRBench, Bespoke Synthetic and BlenderBench.

  • PDFBench: PDFBench ... A rigorous, sandboxed environment for testing economically critical PDF workflows.(/one-pager)
  • EMRBench: EMRBench ... A realistic EMR environment for validating clinical workflow automation.(/one-pager)
  • Bespoke Synthetic: Bespoke Synthetic ... Scalable, domain-specific environments built on demand for specialized verticals.(/one-pager)
  • BlenderBench: BlenderBench tests 20 Blender workflows, not just modeling.(/blog/blenderbench)

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

4 of 4 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 page0/15 pts

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

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

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 3 checks passed. Biggest gap: Prices are readable.
90%
5% of your score
0
×
Prices are readable0/45 pts

AI could not find any pricing information on the pages it read.

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

Explain how you price (hourly, fixed fee, retainer) and publish at least a starting price.
In the AI Visibility Fix: 4 steps + 1 piece of ready-to-paste code
×
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 clear0/15 pts

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

Found 13 JSON-LD blocks describing: Organization, ContactPoint, WebSite, FAQPage, Question, Answer and 6 more.

  • Types: Organization, ContactPoint, WebSite, FAQPage, Question, Answer, TechArticle, Person, ImageObject, WebPage, 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 (Organization, 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 ("Refresh").

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?
6 of 8 checks passed. Biggest gap: Your numbers are readable without JavaScript.
90%
15% of your score
83
✓
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 proof20/20 pts

Proof found: "We're lucky to be trusted by frontier AI labs and enterprises evaluating and hill climbing the capabilities of their agents. Labs use Refre…".

  • Proof: We're lucky to be trusted by frontier AI labs and enterprises evaluating and hill climbing the capabilities of their agents. Labs use Refre…

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

✓
Linked official profiles15/15 pts

Linked profiles: GitHub, X 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 ("02 / Team leadership").

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.

×
Your numbers are readable without JavaScript0/10 pts

Without JavaScript your stats read as zero: "0 Mid century lounge chair modelModeling / scene constructi…", "0 Claude Opus 5.5 · 0–0.25CloseNo tasks in this score range.", "0.000 Scene preservationSupplied head, camera and lights le…". A crawler that doesn't run scripts records exactly that.

Why it counts: Most AI crawlers read your HTML before any JavaScript runs. Animated counters start at 0, so your proof points turn into claims like "0 customers", the opposite of what you meant to show.

Put the real numbers in the HTML and let the animation count up to them.
In the AI Visibility Fix: 5 steps
Agent Actionability Can AI take the next step?
1 of 4 checks passed. Biggest gap: Self-serve completion.
90%
12% of your score
47
!
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 in Touch", "contact@refresh.dev" and "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.

×
Self-serve completion0/20 pts

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

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
30
×
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 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 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 refresh.dev? 70 out of 100
Suggested post

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AI Visibility Score 70
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 · 576 words
  • /aboutabout · 430 words
  • /blog/blenderbenchother · 2416 words
  • /blogblog · 128 words
  • /one-pagerother · 433 words
Readable without JS
576 words on the homepage
Structured data
Organization, ContactPoint, WebSite, FAQPage, Question
Sitemap
13 URLs
llms.txt
Present
Built with
Next.js
Analysis
AI + deterministic · 6.3s

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