You're looking at trimresearch.com's AI visibility report. What does AI think your business is?
Scan my website freeAI understands what you do, but may struggle to confidently recommend or transact with your business.
“Trim builds an AI foundation model that simulates physical systems, targeting researchers and engineers needing fast, high‑dimensional physics simulations.”
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.
“Trim: A foundation model for physics.”
“Trim is building an AI model that can simulate real-world physical systems evolving over time.”
“Detailed molecular bonding for medicine research ... Low latency autonomous vehicle pathing”
“The Trim Transformer’s linear-attention scales linearly in computation time with respect to both dimensions and grid size.”
“The site could be mistaken for a pure research blog rather than a commercial AI platform offering a product.”
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: When people ask AI to compare options by price or budget, businesses without readable prices tend to be skipped or described as "price unknown".
What this means: An assistant or agent can't send a customer to a next step it can't find.
What this means: Customers need cost information to evaluate feasibility.
What this means: Without a clear acquisition path, interested parties cannot engage.
What this means: Potential users must know if they have sufficient infrastructure.
What this means: Complex AI models often need assistance for deployment.
What this means: Evidence of real‑world impact helps build trust.
Ranked by how many points each costs you. Fixing these 3 alone could take trimresearch.com from 52 to about 63.
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.
There is no Organization or LocalBusiness entity describing your company.
Why it matters: 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.
AI couldn't answer 6 basic questions about you, including: "What is the pricing or licensing model for accessing the Trim Transformer?", "How can a user obtain the model (download, API, cloud service)?" and "What hardware or compute resources are required to run the model effectively?".
Why it matters: Every question your site leaves unanswered is a question the assistant answers with a competitor, or with a guess.
Plus 23 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 (AI physics simulation platform). Full methodology
Your homepage loaded in 308 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 185 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 3 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 "Trim".
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: "Trim builds an AI foundation model that simulates physical systems, targeting researchers and engineers needing fast, high‑dimensional physics simulations."
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: "Trim: A foundation model for physics." (37 characters). Meta description: "What is it? Trim is building an AI model that can simulate real-world physical systems evolving over time. For example,…" (157 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: "Trim: A foundation model for physics.".
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: AI physics simulation 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 only one offering: Trim Transformer.
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.
1 of 1 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.
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.
AI understands you serve: Scientists, engineers, and industry teams developing physics‑intensive applications such as molecular research, climate….
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 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.
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.
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.
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.
Found 2 JSON-LD blocks describing: website and article.
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.
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.
2 JSON-LD blocks are invalid and will be ignored.
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 ai physics simulation 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.
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.
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.
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.
Only one external profile is linked (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.
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.
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.
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.
Without JavaScript your stats read as zero: "0 ∂tw+u·∇w=νΔw+f∇·u=", "0 ∂th+∂x(hu)+∂y(hv)=". 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.
Only one contact method is machine-readable (contact form).
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.
The only next step is a generic contact option. For a ai physics simulation platform, users expect to sign up, start a trial or book a 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.
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.
10 form fields have no label.
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 understands what sets you apart: Linear‑attention scales linearly with dimensions and grid size, delivering orders‑of‑magnitude speedups over traditional physics simulators..
Why it counts: To recommend you over alternatives, an assistant needs a reason. Generic claims ("quality service", "passionate team") give it nothing to say.
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.
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 couldn't answer 6 basic questions about you, including: "What is the pricing or licensing model for accessing the Trim Transformer?", "How can a user obtain the model (download, API, cloud service)?" and "What hardware or compute resources are required to run the model effectively?".
Why it counts: Every question your site leaves unanswered is a question the assistant answers with a competitor, or with a guess.
The link opens this report. Anyone who opens it can check their own website.
AI gave trimresearch.com 52/100 for AI visibility. It thinks we're "Trim builds an AI foundation model that simulates physical systems, targeting researchers and engineers nee..." What does AI think your business is?
Shows your latest score and scan date, and links to this report.
| 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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