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AI visibility report · mspilot.io · Oct 7, 2026 · 5 pages read
70
/ 100
Strong, with gaps

Can AI understand mspilot.io?

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

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

“MSPilot offers a platform that lets managed service providers build, govern, and monetize AI agents for their SMB customers.”

01 · AI Mirror

What AI thinks MSPilot 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 · mspilot.io
AI analysis · openai/gpt-oss-120b
Business
MSPilot
Evidence
“MSPilot | Make AI Your Next Recurring Revenue Line”
From homepage. Found on your site.
95%
What you do
MSPilot offers a platform that lets managed service providers build, govern, and monetize AI agents for their SMB customers.
Evidence
“MSPilot lets you build, govern, and monetize AI agents across every SMB you serve.”
From homepage. Found on your site.
90%
Category
AI control plane for Managed Service Providers
90%
What you sell
  • AI Agent Platform$1.2–2.2k / mo per tenant
  • Standard Seat$10/user·mo
  • Power SeatPay as you go (no fixed seat price)
  • Vertical Templates
  • Governed AI Workspace
100%
For whom
Managed Service Providers (MSPs) that serve SMB clients
Evidence
“MSPilot lets you build, govern, and monetize AI agents across every SMB you serve.”
From homepage. Found on your site.
90%
Where
Could not determine
0%
Pricing
Standard seat $10 per user per month plus token usage at cost; Power Seat is pay‑as‑you‑go with token billing.
95%
How to buy
  • Demo request: Book a demo button on home and governed AI pages
  • Sign up: Get started button leading to sign‑up flow
  • Contact form on the Contact page
100%
How to contact
1 form, contact page
80%
Business model
Software sold by subscription. Customers can request a demo, sign up on their own or fill in a contact form.
90%
Why you
Enables MSPs to turn AI into a recurring revenue line with per‑tenant metered billing and a single build that scales across all clients.
Evidence
“One build, every tenant ... Meter, mark up, and bill.”
From homepage. Not found word for word on your site, so confidence was lowered.
45%
Overall understanding confidence
Weighted across the facts above; 90% of quoted evidence verified on your pages.
83%
02 · The gaps

AI can answer the basics about you

AI could answer what you do, what you sell, what it costs and how to buy. Nice.

What AI does get right
  • Name
    MSPilot
  • Category
    AI control plane for Managed Service Providers
  • Sells
    AI Agent Platform, Standard Seat, Power Seat, Vertical Templates
  • For
    Managed Service Providers (MSPs) that serve SMB clients
  • Pricing
    Standard seat $10 per user per month plus token usage at cost; Power Seat is pay‑as‑you‑go with token billing.
  • Next step
    Book a demo button on home and governed AI pages, Get started button leading to sign‑up flow
  • Prices are public and readable (Standard seat $10 per user per month plus token usage at co…).
  • AI can name your offerings: AI Agent Platform, Standard Seat, Power Seat and 2 more.
  • AI can describe you in one sentence: "MSPilot offers a platform that lets managed service providers build, govern, and monetize AI agents for their SMB custo…"
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take mspilot.io from 70 to about 79.

01 HighStructured DataHurts: Understandingcosts 3.3 pts

No structured data (JSON-LD)

Your site has no structured data at all. AI has to infer every fact about you from prose.

Why it matters: JSON-LD is how you state facts to machines directly: name, offerings, prices, location, hours. Without it, AI has to infer everything from prose.

Add JSON-LD structured data, starting with your Organization.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
02 HighStructured DataHurts: Understandingcosts 3.3 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
03 MediumStructured DataHurts: Comparisoncosts 2.7 pts

Markup misses what matters for your category

Your markup doesn't describe the things that matter for a ai control plane for managed service providers (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.

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

Plus 16 smaller issues in the full breakdown below.

Is this your website?

Make AI understand MSPilot.

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 19 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and FAQ
  • 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 mspilot.io
$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 mspilot.io 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 control plane for Managed Service Providers). Full methodology

Crawl Access Can AI get in?
6 of 7 checks passed. Biggest gap: XML sitemap available.
95%
12% of your score
95
✓
Homepage responds quickly20/20 pts

Your homepage loaded in 339 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

No robots.txt restrictions apply (the file is missing or empty), so all AI crawlers are allowed by default.

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 1089 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 1089

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 available0/5 pts

We couldn't find an XML sitemap at /sitemap.xml or referenced in robots.txt.

Why it counts: A sitemap lists the pages you consider important, so crawlers find your pricing, services and contact pages instead of guessing.

Publish an XML sitemap and reference it in robots.txt.
In the AI Visibility Fix: 3 steps
✓
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%
14% of your score
96
✓
AI knows your business name15/15 pts

AI identifies your business as "MSPilot".

  • Source: MSPilot | Make AI Your Next Recurring Revenue Line(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: "MSPilot offers a platform that lets managed service providers build, govern, and monetize AI agents for their SMB customers."

  • Based on: MSPilot lets you build, govern, and monetize AI agents across every SMB you serve.(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: "MSPilot | Make AI Your Next Recurring Revenue Line" (50 characters). Meta description: "MSPilot is the AI control plane for the MSP channel. Build, govern, and monetize AI agents across every SMB you serve —…" (176 characters). The description is outside the 50 to 170 character range.

  • Title: MSPilot | Make AI Your Next Recurring Revenue Line
  • Meta description: MSPilot is the AI control plane for the MSP channel. Build, govern, and monetize AI agents across every SMB you serve — turning AI into every MSP's next recurring revenue line.

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: "Make AI your next recurring revenue line.".

  • H1: Make AI your next recurring revenue line.

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 control plane for Managed Service Providers.

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?
4 of 5 checks passed. Biggest gap: Offerings in structured data.
90%
15% of your score
85
✓
AI can name what you sell30/30 pts

AI identified 5 offerings: AI Agent Platform, Standard Seat, Power Seat, Vertical Templates and Governed AI Workspace.

  • AI Agent Platform: $1.2–2.2k / mo Recurring per tenant(homepage)
  • Standard Seat: $10/user · mo A flat rate for every user(/pricing)
  • Power Seat: Pay as you go Pick your model, billed at token rate(/pricing)
  • Vertical Templates: Production-ready agent templates for the verticals you already serve — legal, dental, accounting, field services.(homepage)

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

5 of 5 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 customer20/20 pts

AI understands you serve: Managed Service Providers (MSPs) that serve SMB clients.

  • Based on: MSPilot lets you build, govern, and monetize AI agents across every SMB you serve.(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 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: Standard seat $10 per user per month plus token usage at cost; Power Seat is pay‑as‑you‑go with token billing.

  • Pricing text: Standard seat $10/user · mo ... Power Seat Pay as you go(/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: "$10 per user for the seat, plus AI usage billed at token cost — you set the resale price and keep the margin on both.".

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?
0 of 5 checks passed. Biggest gap: Structured data (JSON-LD) present.
95%
12% of your score
0
×
Structured data (JSON-LD) present0/25 pts

Your site has no structured data at all. AI has to infer every fact about you from prose.

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.

Add JSON-LD structured data, starting with your Organization.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
×
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 valid

No structured data to validate.

Why it counts: Invalid JSON-LD is silently ignored. You get none of the benefit.

×
Category-relevant markup0/20 pts

Your markup doesn't describe the things that matter for a ai control plane for managed service providers (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 card0/10 pts

Missing Open Graph tags: og:title, og:description, og:image.

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.

Add og:title, og:description and og:image to your pages.
In the AI Visibility Fix: 1 step + 1 piece of ready-to-paste code
×
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?
1 of 7 checks passed. Biggest gap: About page.
90%
10% of your score
31
×
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 proof10/20 pts

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.

Show proof as text: testimonials with names, ratings, client logos with names, case studies with numbers.
In the AI Visibility Fix: 3 steps
×
Linked official profiles0/15 pts

No external profiles (LinkedIn, Google Maps, Instagram, review sites) are linked.

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.

Link your official profiles from your site and list them in sameAs.
In the AI Visibility Fix: 2 steps
×
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: Machine-readable contact methods.
90%
14% of your score
81
!
Machine-readable contact methods13/25 pts

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.

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 "Get started".

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 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 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
76
!
Clear differentiation14/30 pts

Your differentiation is vague to AI: "Enables MSPs to turn AI into a recurring revenue line with per‑tenant metered billing and a single build that scales across all clients.".

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 "$10 profit per employee across 250 employees.".

  • Fact: $10 profit per employee across 250 employees.
  • Fact: Client pays 1x

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 mspilot.io? 70 out of 100
Suggested post

AI gave mspilot.io 70/100 for AI visibility. It thinks we're "MSPilot offers a platform that lets managed service providers build, govern, and monetize AI agents for the..." What does AI think your business is?

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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 · 1089 words
  • /pricingpricing · 313 words
  • /contactcontact · 62 words
  • /governed-ai-workspaceother · 1043 words
  • /how-to-sell-aiother · 517 words
Readable without JS
1089 words on the homepage
Structured data
None
Sitemap
Not found
llms.txt
Not found
Built with
Next.js
Analysis
AI + deterministic · 9.4s

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