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AI visibility report · lopus.ai · Oct 8, 2026 · 6 pages read
74
/ 100
Strong, with gaps

Can AI understand lopus.ai?

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

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

“Lopus provides an AI‑powered business analytics platform that unifies CRM, revenue and product data for RevOps and BizOps teams, delivering real‑time insights and alerts.”

01 · AI Mirror

What AI thinks Lopus 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 · lopus.ai
AI analysis · openai/gpt-oss-120b
Business
Lopus
Evidence
“Lopus | Homepage | Business Analytics”
From homepage. Found on your site.
95%
What you do
Lopus provides an AI‑powered business analytics platform that unifies CRM, revenue and product data for RevOps and BizOps teams, delivering real‑time insights and alerts.
Evidence
“Unify CRM, revenue, and customer data with Lopus. Run ad-hoc business analytics in minutes, not days.”
From homepage. Found on your site.
90%
Category
AI-powered business analytics platform
95%
What you sell
  • Growth plan$1,999 / month
  • EnterpriseCustom
100%
For whom
RevOps and BizOps teams at modern SaaS companies
Evidence
“for RevOps BizOps teams”
From homepage. Not found word for word on your site, so confidence was lowered.
45%
Where
Could not determine
0%
Pricing
Growth plan $1,999 per month; Enterprise custom pricing
95%
How to buy
  • Online booking: Book a demo via Calendly
  • Get started today (sign up for Growth plan)
  • Quote request: Contact Sales for Enterprise custom plan
100%
How to contact
No email, phone or contact form found
0%
Business model
Software sold by subscription. Customers can book online, sign up on their own or request a quote.
95%
Why you
Unclear what makes you different
0%
Overall understanding confidence
Weighted across the facts above; 83% of quoted evidence verified on your pages.
76%
02 · The gaps

1 thing 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.

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
    Lopus
  • Category
    AI-powered business analytics platform
  • Sells
    Growth plan, Enterprise
  • Pricing
    Growth plan $1,999 per month; Enterprise custom pricing
  • Next step
    Book a demo via Calendly, Get started today (sign up for Growth plan)
  • Prices are public and readable (Growth plan $1,999 per month; Enterprise custom pricing).
  • AI can name your offerings: Growth plan and Enterprise.
  • AI can describe you in one sentence: "Lopus provides an AI‑powered business analytics platform that unifies CRM, revenue and product data for RevOps and BizO…"
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take lopus.ai from 74 to about 85.

01 HighAgent ActionabilityHurts: Taking actioncosts 4.4 pts

Few machine-readable contact methods

No email link, phone link or contact form was found.

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
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 HighStructured DataHurts: Understandingcosts 3 pts

Organization markup is missing or incomplete

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.

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

Plus 11 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Lopus.

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 14 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 1 questions AI couldn't answer
  • Ready-to-paste code: structured data, meta tags, llms.txt, 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 lopus.ai
$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 lopus.ai got 74

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (AI-powered business analytics 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 129 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 1006 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 1006

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 15 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: Homepage H1 describes the business.
90%
14% of your score
90
✓
AI knows your business name15/15 pts

AI identifies your business as "Lopus".

  • Source: Lopus | Homepage | Business Analytics(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: "Lopus provides an AI‑powered business analytics platform that unifies CRM, revenue and product data for RevOps and BizOps teams, delivering real‑time insights and alerts."

  • Based on: Unify CRM, revenue, and customer data with Lopus. Run ad-hoc business analytics in minutes, not days.(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: "Lopus | Homepage | Business Analytics" (37 characters). Meta description: "Unify CRM, revenue, and customer data with Lopus. Run ad-hoc business analytics in minutes, not days." (101 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 business0/10 pts

Your homepage has no H1 heading.

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.

Make your homepage H1 say what you do in plain words.
In the AI Visibility Fix: 3 steps
✓
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-powered business analytics 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?
3 of 5 checks passed. Biggest gap: Offerings in structured data.
90%
15% of your score
75
✓
AI can name what you sell30/30 pts

AI identified 2 offerings: Growth plan and Enterprise.

  • Growth plan: Growth plan $1,999 / month(/pricing)
  • Enterprise: Enterprise Custom / month Contact Sales(/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

2 of 2 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.

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 customer10/20 pts

AI guesses your customers are "RevOps and BizOps teams at modern SaaS companies", but your site doesn't say it directly.

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?
3 of 4 checks passed. Biggest gap: Prices in structured data.
90%
12% of your score
80
✓
Prices are readable45/45 pts

AI can read your prices: Growth plan $1,999 per month; Enterprise custom pricing

  • Pricing text: Growth plan $1,999 / month(/pricing)

Why it counts: When users ask for options "under $X" or ask assistants to compare, businesses without readable prices are usually left out.

✓
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 data0/20 pts

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.

Add Offer JSON-LD with price and priceCurrency for your main plans or products.
In the AI Visibility Fix: 2 steps + 1 piece of ready-to-paste code
✓
Pricing model is clear15/15 pts

Pricing model stated: "Free Plan".

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
61
✓
Structured data (JSON-LD) present25/25 pts

Found 1 JSON-LD block describing: FAQPage, Question and Answer.

  • Types: 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 data0/25 pts

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.

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 markup6/20 pts

Your markup doesn't describe the things that matter for a ai-powered business analytics 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.

Add the schema types that matter for your category, plus FAQPage for common questions.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
✓
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 ("Lopus AI").

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?
3 of 7 checks passed. Biggest gap: About page.
90%
10% of your score
56
×
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: "Loved by the fastest".

  • Proof: Loved by the fastest

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 and X.

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 terms0/10 pts

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.

Publish and link a privacy policy and terms.
In the AI Visibility Fix: 1 step
×
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
63
×
Machine-readable contact methods0/25 pts

No email link, phone link or contact form was found.

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 started" and "Contact Sales".

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 Calendly 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?
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 "You had 24 hours to notice and respond. The dashboard cost you 23 of them.".

  • Fact: You had 24 hours to notice and respond. The dashboard cost you 23 of them.
  • Fact: 10x
  • Fact: Every 6 hours

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 lopus.ai? 74 out of 100
Suggested post

AI gave lopus.ai 74/100 for AI visibility. It thinks we're "Lopus provides an AI‑powered business analytics platform that unifies CRM, revenue and product data for Rev..." What does AI think your business is?

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AI Visibility Score 74
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 · 1006 words
  • /pricingpricing · 370 words
  • /faqsfaq · 532 words
  • /blogsother · 808 words
  • /kronother · 561 words
  • /blogs/real-time-business-monitoringother · 1604 words
  • /homeinworkingkHTTP 404
Readable without JS
1006 words on the homepage
Structured data
FAQPage, Question, Answer
Sitemap
15 URLs
llms.txt
Present
Built with
Framer
Analysis
AI + deterministic · 8s

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