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AI visibility report · qualgent.ai · Oct 13, 2026 · 6 pages read
61
/ 100
Partially understood

Can AI understand qualgent.ai?

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

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

“Scale mobile QA without growing headcount. QualGent is an autonomous AI test automation platform for iOS and Android that eliminates flaky tests, improves release confidence, and enables deterministic regression testing at enterprise scale.”

Lite analysis: AI capacity was limited when this ran, so the AI Mirror uses deterministic signals only. The score method is the same.

01 · AI Mirror

What AI thinks QualGent 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 · qualgent.ai
Lite analysis · deterministic signals only
Business
QualGent
Evidence
“og:site_name "QualGent"”
From homepage. Found on your site.
85%
What you do
Scale mobile QA without growing headcount. QualGent is an autonomous AI test automation platform for iOS and Android that eliminates flaky tests, improves release confidence, and enables deterministic regression testing at enterprise scale.
Evidence
“Scale mobile QA without growing headcount. QualGent is an autonomous AI test automation platform for iOS and Android that eliminates flaky tests, improves release confidence, and enables deterministic regression testing at enterprise scale.”
From homepage. Found on your site.
60%
Category
Software / SaaS
90%
What you sell
  • AI made coding faster. But it made QA harder.
  • Shift left. Shift right. Close the loop.
  • The closed-loop QA system for AI-built software.
  • Real bugs become reusable QA.
  • Route every test to the right intelligence.
  • Every bug makes the next release smarter.
100%
For whom
iOS and Android
Evidence
“Scale mobile QA without growing headcount. QualGent is an autonomous AI test automation platform for iOS and Android that eliminates flaky tests, improves release confidence, and enables deterministic regression testing at enterprise scale.”
From homepage. Found on your site.
45%
Where
Could not determine
0%
Pricing
Could not determine
0%
How to buy
  • Demo request: Contact Sales
  • Online booking: Book Your Demo
  • Sign up: Create account
  • Email: sales@qualgent.ai
100%
How to contact
email (sales@qualgent.ai)
60%
Business model
Software product. Customers can request a demo, book online or sign up on their own.
90%
Why you
Moving from interface-first to intent-first computing: Read more
Evidence
“Moving from interface-first to intent-first computing: Read more”
Found on your site.
40%
Overall understanding confidence
Weighted across the facts above.
61%
02 · The gaps

2 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".

Where do you operate or deliver?

What this means: Location filters are one of the first things AI applies.

What AI does get right
  • Name
    QualGent
  • Category
    Software / SaaS
  • Sells
    AI made coding faster. But it made QA harder., Shift left. Shift right. Close the loop., The closed-loop QA system for AI-built software., Real bugs become reusable QA.
  • Next step
    Contact Sales, Book Your Demo
  • AI can name your offerings: AI made coding faster. But it made QA harder., Shift left. Shift right. Close the loop., The closed-loop QA system for AI-built software. and 3 more.
  • Clear next step (sign up, start a trial or book a demo).
  • Your offerings come with real descriptions.
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take qualgent.ai from 61 to about 71.

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 MediumBusiness IdentityHurts: Understandingcosts 2.5 pts

AI can't say what you do

AI has a rough idea of what you do ("Scale mobile QA without growing headcount. QualGent is an autonomous AI test automation platform for iOS and Android that eliminates flaky tests, improves rele…"), but your site never states it plainly in one place.

  • Closest statement found: Scale mobile QA without growing headcount. QualGent is an autonomous AI test automation platform for iOS and Android that eliminates flaky …(homepage)

Why it matters: "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.

Add one plain sentence near the top of your homepage saying what you do, for whom and where.
In the AI Visibility Fix: 4 steps
03 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

Plus 17 smaller issues in the full breakdown below.

Is this your website?

Make AI understand QualGent.

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 20 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 2 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 qualgent.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 qualgent.ai got 61

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (Software / SaaS). 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 368 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 1255 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 1255

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 2 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?
2 of 5 checks passed. Biggest gap: AI can say what you do.
77%
14% of your score
66
✓
AI knows your business name15/15 pts · medium confidence

AI identifies your business as "QualGent".

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 do15/30 pts · medium confidence

AI has a rough idea of what you do ("Scale mobile QA without growing headcount. QualGent is an autonomous AI test automation platform for iOS and Android that eliminates flaky tests, improves rele…"), but your site never states it plainly in one place.

  • Closest statement found: Scale mobile QA without growing headcount. QualGent is an autonomous AI test automation platform for iOS and Android that eliminates flaky …(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.

Add one plain sentence near the top of your homepage saying what you do, for whom and where.
In the AI Visibility Fix: 4 steps
!
Descriptive title and meta description11/15 pts · medium confidence

Homepage title: "QualGent | The Autonomous QA Agent for Mobile Teams" (51 characters). Meta description: "Scale mobile QA without growing headcount. QualGent is an autonomous AI test automation platform for iOS and Android th…" (240 characters). The description is outside the 50 to 170 character range.

  • Title: QualGent | The Autonomous QA Agent for Mobile Teams
  • Meta description: Scale mobile QA without growing headcount. QualGent is an autonomous AI test automation platform for iOS and Android that eliminates flaky tests, improves release confidence, and enables deterministic regression testing at enterprise scale.

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 · medium confidence

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 pages

Checking consistency needs the AI analysis, which wasn't available for this scan.

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 · medium confidence

AI classifies you as: Software / SaaS.

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?
2 of 5 checks passed. Biggest gap: Dedicated products or services page.
77%
15% of your score
60
✓
AI can name what you sell30/30 pts · medium confidence

AI identified 6 offerings: AI made coding faster. But it made QA harder., Shift left. Shift right. Close the loop., The closed-loop QA system for AI-built software., Real bugs become reusable QA., Route every test to the right intelligence. and 1 more.

  • AI made coding faster. But it made QA harder.: AI made coding faster. But it made QA harder.: Problem(homepage)
  • Shift left. Shift right. Close the loop.: Shift left. Shift right. Close the loop.: Most QA tools do one thing. QualGent connects the whole cycle.(homepage)
  • The closed-loop QA system for AI-built software.: The closed-loop QA system for AI-built software.: Three products. One system. No dropped context.(homepage)
  • Real bugs become reusable QA.: Real bugs become reusable QA.: TrustLoop captures mobile issues while your team, beta users, or testers are already usi…(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 · medium confidence

5 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 page0/15 pts · medium confidence

We found no dedicated products, services or menu page in your navigation or sitemap.

Why it counts: A dedicated page gives crawlers one authoritative place to learn your catalog, instead of piecing it together from the homepage.

Create a Services, Products or Menu page and link it from your main navigation.
In the AI Visibility Fix: 3 steps
!
Clear target customer10/20 pts · medium confidence

AI guesses your customers are "iOS and Android", 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 · medium confidence

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?
0 of 4 checks passed. Biggest gap: Prices are readable.
77%
12% of your score
0
×
Prices are readable0/45 pts · medium confidence

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 · medium confidence

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 · medium confidence

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 · medium confidence

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: Category-relevant markup.
95%
12% of your score
75
✓
Structured data (JSON-LD) present25/25 pts

Found 2 JSON-LD blocks describing: AboutPage, Organization, Person, CollectionPage, ItemList and ListItem.

  • Types: AboutPage, Organization, Person, CollectionPage, ItemList, ListItem

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 data20/25 pts

Your Organization markup is missing: logo.

  • Type: Organization

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 markup0/20 pts

Your markup doesn't describe the things that matter for a software / saas (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 ("QualGent").

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?
5 of 7 checks passed. Biggest gap: Social proof.
77%
10% of your score
71
✓
About page15/15 pts · medium confidence

Found an About page: /about-us.

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 · medium confidence

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 · medium confidence

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 profiles15/15 pts · medium confidence

Linked profiles: LinkedIn.

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 terms10/10 pts · medium confidence

Privacy policy and terms are linked.

Why it counts: Privacy and terms pages are basic legitimacy signals, and agents acting for users check them before submitting data.

✓
People behind the business10/10 pts · medium confidence

The people behind the business are mentioned ("Co-Founder & CEO").

Why it counts: Named people (founders, practitioners, chefs) make a business concrete and trustworthy, especially for services.

✓
No attempts to manipulate AI15/15 pts · medium confidence

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.
77%
14% of your score
72
!
Machine-readable contact methods13/25 pts · medium confidence

Only one contact method is machine-readable (email).

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 · medium confidence

Primary action found: "Contact Sales", "Contact Sales" and "Create account".

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 · medium confidence

Customers can complete online: 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 actions0/10 pts · medium confidence

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?
0 of 4 checks passed. Biggest gap: Concrete, comparable facts.
77%
11% of your score
41
!
Clear differentiation14/30 pts · medium confidence

Your differentiation is vague to AI: "Moving from interface-first to intent-first computing: Read more".

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 · medium confidence

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 · medium confidence

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 answered15/30 pts · medium confidence

AI couldn't answer 2 basic questions about you, including: "How much does it cost?" and "Where do you operate or deliver?".

  • How much does it cost?: Assistants comparing options skip businesses they can't price.
  • Where do you operate or deliver?: Location filters are one of the first things AI applies.

Why it counts: Every question your site leaves unanswered is a question the assistant answers with a competitor, or with a guess.

Answer the questions AI couldn't, in an FAQ section with FAQPage markup.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
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 qualgent.ai? 61 out of 100
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AI Visibility Score 61
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 · 1255 words
  • /about-usabout · 772 words
  • /guidesother · 1347 words
  • /book-demoother · 216 words
  • /acceptable-use-policyother · 1039 words
  • /blogblog · 652 words
  • /postsHTTP 404
Readable without JS
1255 words on the homepage
Structured data
AboutPage, Organization, Person, CollectionPage, ItemList
Sitemap
2 URLs
llms.txt
Present
Built with
Framer
Analysis
Deterministic (lite) · 5.8s

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