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AI visibility report · leeroo.com · Oct 7, 2026 · 5 pages read
79
/ 100
Strong, with gaps

Can AI understand leeroo.com?

AI understands what you do, but may struggle to confidently recommend you.

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

“Leeroo provides Uniforge, an AI platform that learns enterprise data into a living model and runs autonomous agents to deliver outcomes, deployed in the customer’s cloud or on‑prem.”

01 · AI Mirror

What AI thinks Leeroo 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 · leeroo.com
AI analysis · openai/gpt-oss-120b
Business
Leeroo
Evidence
“Leeroo | A Living Model of Your Business, Built by AI”
From homepage. Found on your site.
95%
What you do
Leeroo provides Uniforge, an AI platform that learns enterprise data into a living model and runs autonomous agents to deliver outcomes, deployed in the customer’s cloud or on‑prem.
Evidence
“Uniforge connects to every system you operate, learns your business into one living model, and ships agents that turn it into outcomes.”
From homepage. Found on your site.
90%
Category
Enterprise AI platform
90%
What you sell
  • Uniforge platform
  • Billing‑integrity agent
  • Data‑quality agent
  • Churn sentinel agent
  • Cross‑sell agent
  • Fraud sentinel agent
100%
For whom
Large enterprises that operate multiple systems (CRM, ERP, billing, etc.) and need AI‑driven data integration and automation.
Evidence
“Most AI fails in places like this: a $1B enterprise with 75 years of operating history across 35+ systems”
From homepage. Found on your site.
80%
Where
Could not determine
0%
Pricing
Could not determine
0%
How to buy
  • Contact form: Request a free audit via the form on the homepage.
  • Demo request: Watch the demo video and contact sales for a live
85%
How to contact
email (hiring@leeroo.com), 1 form, contact page
100%
Business model
Software product. Customers can fill in a contact form or request a demo.
90%
Why you
Provides a sovereign, living model of the entire business with autonomous agents that act inside the customer’s own infrastructure, plus open‑source benchmarks and models.
Evidence
“Own the AI's knowledge and reasoning. Runs in your VPC or fully on‑prem, air‑gapped.”
From homepage. Found on your site.
80%
Overall understanding confidence
Weighted across the facts above; 100% 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.

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".

What AI does get right
  • Name
    Leeroo
  • Category
    Enterprise AI platform
  • Sells
    Uniforge platform, Billing‑integrity agent, Data‑quality agent, Churn sentinel agent
  • For
    Large enterprises that operate multiple systems (CRM, ERP, billing, etc.) and need AI‑driven data integration and automation.
  • Next step
    Request a free audit via the form on the homepage., Watch the demo video and contact sales for a live demonstration.
  • AI can name your offerings: Uniforge platform, Billing‑integrity agent, Data‑quality agent and 3 more.
  • AI can describe you in one sentence: "Leeroo provides Uniforge, an AI platform that learns enterprise data into a living model and runs autonomous agents to …"
  • Reachable by email and contact form.
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take leeroo.com from 79 to about 89.

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 MediumPricing TransparencyHurts: Comparisoncosts 2.4 pts

No pricing page

No pricing or rates page was found in your navigation or sitemap.

Why it matters: 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
03 MediumPricing TransparencyHurts: Comparisoncosts 2.4 pts

Prices aren't in structured data

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.

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

Plus 9 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Leeroo.

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 12 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
  • 5 private re-scans over 60 days to confirm your new score
  • A brief you can forward to your developer
AI Visibility Fix for leeroo.com
$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 leeroo.com got 79

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (Enterprise AI 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 76 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 748 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 748

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 5 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 "Leeroo".

  • Source: Leeroo | A Living Model of Your Business, Built by AI(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: "Leeroo provides Uniforge, an AI platform that learns enterprise data into a living model and runs autonomous agents to deliver outcomes, deployed in the customer’s cloud or on‑prem."

  • Based on: Uniforge connects to every system you operate, learns your business into one living model, and ships agents that turn it into outcomes.(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: "Leeroo | A Living Model of Your Business, Built by AI" (53 characters). Meta description: "Uniforge connects to every system you operate, learns your business into one living model, and ships agents that turn i…" (161 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: "A living model of your business.Built by AI. Run in your cloud.".

  • H1: A living model of your business.Built by AI. Run in your cloud.

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: Enterprise AI 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?
All 5 checks passed.
90%
15% of your score
100
✓
AI can name what you sell30/30 pts

AI identified 6 offerings: Uniforge platform, Billing‑integrity agent, Data‑quality agent, Churn sentinel agent, Cross‑sell agent and 1 more.

  • Uniforge platform: Uniforge learns your business. Acts on it.(/product/)
  • Billing‑integrity agent: A-01Billing-integrity(/product/)
  • Data‑quality agent: A-02Data-quality agent(/product/)
  • Churn sentinel agent: A-03Churn sentinel(/product/)

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

6 of 6 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: /product/.

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 customer20/20 pts

AI understands you serve: Large enterprises that operate multiple systems (CRM, ERP, billing, etc.) and need AI‑driven data integration and autom….

  • Based on: Most AI fails in places like this: a $1B enterprise with 75 years of operating history across 35+ systems(homepage)

Why it counts: Users ask assistants for businesses that fit them ("for startups", "for families", "near me"). An unclear audience means fewer matches.

✓
Offerings in structured data15/15 pts

Your offerings are marked up as SoftwareApplication.

  • Schema types: SoftwareApplication

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?
0 of 4 checks passed. Biggest gap: Prices are readable.
90%
12% of your score
0
×
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 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 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 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?
4 of 6 checks passed. Biggest gap: llms.txt guide for AI.
95%
12% of your score
84
✓
Structured data (JSON-LD) present25/25 pts

Found 11 JSON-LD blocks describing: Organization, ContactPoint, SoftwareApplication, Person and ContactPage.

  • Types: Organization, ContactPoint, SoftwareApplication, Person, ContactPage

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 markup14/20 pts

You have SoftwareApplication markup, but no FAQPage or BreadcrumbList.

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 AI0/10 pts

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.

Publish a short llms.txt at the root of your site.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
Trust Signals Can AI vouch for you?
4 of 7 checks passed. Biggest gap: Privacy policy and terms.
90%
10% of your score
71
✓
About page15/15 pts

Found an About page: /company/.

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: "Trusted by the ML community: 1.5M+ Hugging Face downloads across our team's open-source models.".

  • Proof: Trusted by the ML community: 1.5M+ Hugging Face downloads across our team's open-source models.

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, 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?
3 of 5 checks passed. Biggest gap: Self-serve completion.
90%
14% of your score
76
✓
Machine-readable contact methods25/25 pts

Contact methods found: email and contact form.

  • Email: hiring@leeroo.com

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.

✓
Clear primary action25/25 pts

Primary action found: "WATCH THE 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 completion8/20 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 fill10/10 pts

Your forms have labeled fields and no CAPTCHA.

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?
3 of 4 checks passed. Biggest gap: Clear service area.
90%
11% of your score
92
✓
Clear differentiation30/30 pts

AI understands what sets you apart: Provides a sovereign, living model of the entire business with autonomous agents that act inside the customer’s own infrastructure, plus open‑source benchmarks….

  • Based on: Own the AI's knowledge and reasoning. Runs in your VPC or fully on‑prem, air‑gapped.(homepage)

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, comparable facts20/20 pts

Concrete facts found, for example "48 HOURS · READ-ONLY · FREE".

  • Fact: 48 HOURS · READ-ONLY · FREE
  • Fact: Request a free audit 48 HOURS · READ-ONLY · AN ITEMISED MAP OF THE VALUE
  • Fact: Request a free audit 48 HOURS · NO SETUP · YOUR CLOUD

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 leeroo.com? 79 out of 100
Suggested post

AI gave leeroo.com 79/100 for AI visibility. It thinks we're "Leeroo provides Uniforge, an AI platform that learns enterprise data into a living model and runs autonomou..." What does AI think your business is?

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AI Visibility Score 79
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 · 748 words
  • /product/offerings · 694 words
  • /company/about · 307 words
  • /contact-us/contact · 179 words
  • /blogs/other · 255 words
Readable without JS
748 words on the homepage
Structured data
Organization, ContactPoint, SoftwareApplication, Person, ContactPage
Sitemap
5 URLs
llms.txt
Not found
Built with
Unknown
Analysis
AI + deterministic · 6.5s

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