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AI visibility report · mosaic.so · Oct 8, 2026 · 8 pages read
35
/ 100
Hard for AI to read

Can AI understand mosaic.so?

Most AI crawlers can't see your website's content.

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

“Mosaic offers an AI video editing platform that automates edits, provides A/B testing, and includes a timeline editor for creative control.”

Score capped at 35. Most of your content only appears after JavaScript runs, which most AI crawlers skip. Without it you'd score 42.
01 · AI Mirror

What AI thinks Mosaic 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 · mosaic.so
AI analysis · openai/gpt-oss-120b
Business
Mosaic
Evidence
“Mosaic | Agentic AI Video Editing Platform”
From homepage. Found on your site.
95%
What you do
Mosaic offers an AI video editing platform that automates edits, provides A/B testing, and includes a timeline editor for creative control.
Evidence
“Run video edits on autopilot and A/B test multiple variants”
From homepage. Found on your site.
90%
Category
AI video editing platform
95%
What you sell
  • AI agents
  • Timeline editor
  • A/B testing
  • Batch processing
  • AI avatar(unverified)
  • Templates
100%
For whom
creators, teams, enterprises
Evidence
“flexible options designed for creators, teams, and enterprises”
From /pricing. Found on your site.
90%
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
No email, phone or contact form found
0%
Business model
Software product. No clear way to buy.
57%
Why you
Unclear what makes you different
0%
Overall understanding confidence
Weighted across the facts above; 100% of quoted evidence verified on your pages.
64%
02 · The gaps

3 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".

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
    Mosaic
  • Category
    AI video editing platform
  • Sells
    AI agents, Timeline editor, A/B testing, Batch processing
  • For
    creators, teams, enterprises
  • AI can name your offerings: AI agents, Timeline editor, A/B testing and 2 more.
  • AI can describe you in one sentence: "Mosaic offers an AI video editing platform that automates edits, provides A/B testing, and includes a timeline editor f…"
  • Your site answers the questions customers ask.
03 · What to change

The 5 changes that matter most

Ranked by how many points each costs you. Fixing these 5 alone could take mosaic.so from 35 to about 55.

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 CriticalCrawl AccessHurts: Discoverycosts 2.4 pts

Content is invisible without JavaScript

Your homepage's raw HTML contains only 0 words of text. The page is assembled by Next.js in the browser, so crawlers that don't run JavaScript see an almost empty page.

  • Words in raw HTML: 0
  • Rendering: Next.js

Why it matters: Most AI crawlers read raw HTML and do not run JavaScript. If your text only appears after scripts run, they see an empty page.

Serve your key content in the initial HTML (server-side rendering or prerendering).
In the AI Visibility Fix: 4 steps
03 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
04 HighAgent ActionabilityHurts: Taking actioncosts 4.4 pts

No clear primary action

We found no clear call to action (sign up, start a trial or book a demo).

Why it matters: When a user says "book it" or "buy it", the agent needs an obvious next step on your site that matches what you sell.

Make the main next step for a ai video editing platform obvious: sign up, start a trial or book a demo.
In the AI Visibility Fix: 3 steps
05 HighAgent ActionabilityHurts: Taking actioncosts 3.5 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 20 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Mosaic.

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 25 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 3 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 mosaic.so
$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 mosaic.so got 35

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (AI video editing platform). Full methodology

Crawl Access Can AI get in?
6 of 7 checks passed. Biggest gap: Content readable without JavaScript.
95%
12% of your score
80
✓
Homepage responds quickly20/20 pts

Your homepage loaded in 238 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 JavaScript0/20 pts

Your homepage's raw HTML contains only 0 words of text. The page is assembled by Next.js in the browser, so crawlers that don't run JavaScript see an almost empty page.

  • Words in raw HTML: 0
  • Rendering: Next.js

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.

Serve your key content in the initial HTML (server-side rendering or prerendering).
In the AI Visibility Fix: 4 steps
✓
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 40 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?
4 of 6 checks passed. Biggest gap: Homepage H1 describes the business.
90%
14% of your score
86
✓
AI knows your business name15/15 pts

AI identifies your business as "Mosaic".

  • Source: Mosaic | Agentic AI Video Editing Platform(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: "Mosaic offers an AI video editing platform that automates edits, provides A/B testing, and includes a timeline editor for creative control."

  • Based on: Run video edits on autopilot and A/B test multiple variants(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: "Mosaic | Agentic AI Video Editing Platform" (42 characters). Meta description: "Mosaic is a canvas for agentic video editing. Run video edits on autopilot and A/B test multiple variants from the same…" (205 characters). The description is outside the 50 to 170 character range.

  • Title: Mosaic | Agentic AI Video Editing Platform
  • Meta description: Mosaic is a canvas for agentic video editing. Run video edits on autopilot and A/B test multiple variants from the same raw footage. Then jump into a familiar timeline editor for hands-on creative control.

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 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 video editing 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 are described.
90%
15% of your score
65
✓
AI can name what you sell30/30 pts

AI identified 5 offerings: AI agents, Timeline editor, A/B testing, Batch processing and Templates.

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 described0/20 pts

Only 0 of 5 offerings have a description AI could use.

Why it counts: A name alone isn't enough to recommend. Assistants need what it does, for whom, and how it differs.

Give each offering a one-sentence description of what it is and who it's for.
In the AI Visibility Fix: 1 step
✓
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: creators, teams, enterprises.

  • Based on: flexible options designed for creators, teams, and enterprises(/pricing)

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?
1 of 4 checks passed. Biggest gap: Prices are readable.
90%
12% of your score
20
×
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 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 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?
1 of 5 checks passed. Biggest gap: Structured data (JSON-LD) present.
95%
12% of your score
11
×
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 video editing 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 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: Social proof.
90%
10% of your score
21
×
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 proof0/20 pts

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.

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?
0 of 4 checks passed. Biggest gap: Machine-readable contact methods.
90%
14% of your score
0
×
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 action0/25 pts

We found no clear call to action (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.

Make the main next step for a ai video editing platform obvious: sign up, start a trial or book a demo.
In the AI Visibility Fix: 3 steps
×
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
42
×
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 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 mosaic.so? 35 out of 100
Suggested post

AI gave mosaic.so 35/100 for AI visibility. It thinks we're "Mosaic offers an AI video editing platform that automates edits, provides A/B testing, and includes a timel..." What does AI think your business is?

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Shows your latest score and scan date, and links to this report.

AI Visibility Score 35
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 · 0 words
  • /pricingpricing · 0 words
  • /productofferings · 0 words
  • /product/canvasproduct · 0 words
  • /featuresofferings · 0 words
  • /features/ai-avatarofferings · 0 words
  • /product/timelineproduct · 0 words
  • /templatesother · 0 words
Readable without JS
0 words on the homepage
Structured data
None
Sitemap
40 URLs
llms.txt
Not found
Built with
Next.js
Analysis
AI + deterministic · 6.3s

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