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AI visibility report · promptless.ai · Oct 7, 2026 · 8 pages read
56
/ 100
Partially understood

Can AI understand promptless.ai?

AI has a partial, uncertain picture of your business.

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

Nothing clear. AI can't say in one sentence what Promptless does.

01 · AI Mirror

What AI thinks Promptless 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 · promptless.ai
AI analysis · openai/gpt-oss-120b
Business
Promptless
Evidence
“Continuously improve your AI workforce and docs | Promptless Documentation”
From homepage. Found on your site.
90%
What you do
AI can't say what this business does
0%
Category
Software / SaaS
0%
What you sell
No specific products or services identified
0%
For whom
Could not determine
0%
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
email (help@gopromptless.ai), 3 forms, contact page
100%
Business model
Unclear how customers buy from you
0%
Why you
Unclear what makes you different
0%
Overall understanding confidence
Weighted across the facts above; 100% of quoted evidence verified on your pages.
10%
02 · The gaps

6 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.

What does Promptless actually do?

What this means: When someone asks an assistant for a software / saas, it can't match you to the request if it can't say what you do.

What do you sell?

What this means: Assistants recommend specific products and services. One they can't name, they can't recommend.

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".

Who is it for?

What this means: AI can't tell whether you fit the person asking, so it leans towards businesses that say it plainly.

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
    Promptless
  • Reachable by email and contact form.
  • Clear next step (sign up, start a trial or book a demo).
  • 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 promptless.ai from 56 to about 77.

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 HighOffering ClarityHurts: Recommendationcosts 4.5 pts

AI can't name what you sell

AI could not identify any specific product or service you sell.

Why it matters: 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.

Name each product or service explicitly, one heading each, on a page linked from your navigation.
In the AI Visibility Fix: 3 steps
03 HighBusiness IdentityHurts: Understandingcosts 4.2 pts

AI can't say what you do

AI could not determine what your business does from your website.

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
04 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
05 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

Plus 12 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Promptless.

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 17 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 6 questions AI couldn't answer
  • Ready-to-paste code: structured data, meta tags, llms.txt, with instructions for Astro
  • 5 private re-scans over 60 days to confirm your new score
  • A brief you can forward to your developer
AI Visibility Fix for promptless.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 promptless.ai got 56

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 73 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 1481 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 1481

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 1 URL at /sitemap-index.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: AI can say what you do.
90%
14% of your score
56
✓
AI knows your business name15/15 pts

AI identifies your business as "Promptless".

  • Source: Continuously improve your AI workforce and docs | Promptless Documentation(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 do0/30 pts

AI could not determine what your business does from your website.

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 description15/15 pts

Homepage title: "Continuously improve your AI workforce and docs | Promptless Documentation" (74 characters). Meta description: "Turn agent session traces and product changes into governed improvements to your agent instructions and customer-facing…" (125 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: "Write the docs.Skip the busywork.".

  • H1: Write the docs.Skip the busywork.

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 business2/15 pts

AI can't tell what kind of business this is.

Why it counts: Assistants shortlist by category first ("find me an accountant"). If yours is unclear, you don't make the shortlist.

Name your category in plain words and declare it in structured data.
In the AI Visibility Fix: 2 steps + 1 piece of ready-to-paste code
Offering Clarity Does AI know what you sell?
1 of 5 checks passed. Biggest gap: AI can name what you sell.
90%
15% of your score
15
×
AI can name what you sell0/30 pts

AI could not identify any specific product or service you sell.

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.

Name each product or service explicitly, one heading each, on a page linked from your navigation.
In the AI Visibility Fix: 3 steps
×
Offerings are described0/20 pts

There are no identifiable offerings to describe.

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: /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 customer0/20 pts

AI can't tell who your customers are.

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

Say who you serve, in the words those customers use.
In the AI Visibility Fix: 2 steps
×
Offerings in structured data0/15 pts

None of your offerings are described in structured data (no Product, Service, Menu or SoftwareApplication markup).

Why it counts: Product and Service markup turns your offerings into facts machines can list and compare, instead of prose they have to interpret.

Mark up your main offerings with schema.org Product, Service or Menu JSON-LD.
In the AI Visibility Fix: 2 steps + 1 piece of ready-to-paste code
Pricing Transparency Can AI quote you?
2 of 4 checks passed. Biggest gap: Prices are readable.
90%
12% of your score
35
×
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 clear15/15 pts

Pricing model stated: "All plans include a 14-day free trial.".

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?
2 of 5 checks passed. Biggest gap: Structured data (JSON-LD) present.
95%
12% of your score
22
×
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 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 ("Promptless").

Why it counts: llms.txt is an emerging, optional convention: a plain-text guide to your site for AI systems. Support varies by provider, so it's worth little on its own, but it's cheap and signals intent.

Trust Signals Can AI vouch for you?
3 of 7 checks passed. Biggest gap: About page.
90%
10% of your score
59
×
About page0/15 pts

We found no About page.

Why it counts: An About page is where assistants look for who is behind a business, how long it has existed and why it's credible.

Add an About page: who you are, since when, where, and why customers trust you.
In the AI Visibility Fix: 1 step
!
Verifiable business details6/15 pts

No physical address or legal business details were found.

Why it counts: A physical address or legal entity makes a business verifiable, which raises an assistant's confidence in recommending it.

Publish your legal business name and at least city and country.
In the AI Visibility Fix: 2 steps
✓
Social proof20/20 pts

Proof found: "Customer quote: Promptless dramatically speeds up my time-to-first-draft. My team literally calls me a 10x tech writer.Mo King…".

  • Proof: Customer quote: Promptless dramatically speeds up my time-to-first-draft. My team literally calls me a 10x tech writer.Mo King…
  • Proof: Customer quote: I love your product. It works incredibly well and basically pays for itself right away.Eduardo SoubiheCTOLatit…

Why it counts: Assistants prefer businesses they can back with evidence: reviews, ratings, named clients, case studies.

!
Linked official profiles8/15 pts

Only one external profile is linked (GitHub).

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 terms10/10 pts

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 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?
All 5 checks passed.
90%
14% of your score
100
✓
Machine-readable contact methods25/25 pts

Contact methods found: email and contact form.

  • Email: help@gopromptless.ai

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: "Get a demo", "Start for free" and "Get 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.

✓
Self-serve completion20/20 pts

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 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 actions10/10 pts

You publish developer documentation or an API.

Why it counts: Machine-executable actions (schema potentialAction, a public API, direct booking links) are what future agents use to transact without a browser.

Recommendation Confidence Would AI recommend you?
2 of 4 checks passed. Biggest gap: Clear differentiation.
90%
11% of your score
62
×
Clear differentiation0/30 pts

AI can't identify what makes you different from alternatives.

Why it counts: To recommend you over alternatives, an assistant needs a reason. Generic claims ("quality service", "passionate team") give it nothing to say.

State what makes you different in one concrete sentence.
In the AI Visibility Fix: 3 steps
✓
Concrete, comparable facts20/20 pts

Concrete facts found, for example "Typical improvements after 30 days".

  • Fact: Typical improvements after 30 days
  • Fact: Promptless dramatically speeds up my time-to-first-draft. My team literally calls me a 10x tech writer.
  • Fact: Missing auth hook: 15 hours and $4,800 wasted.

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 promptless.ai? 56 out of 100
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AI couldn't even say what promptless.ai does (56/100 for AI visibility). What does it think your business is?

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AI Visibility Score 56
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 · 1481 words
  • /pricingpricing · 449 words
  • /democontact · 0 words
  • /docs/for-docs/reference/faqfaq · 883 words
  • /docs/for-docs/connect/triggers/schedulecontact · 1700 words
  • /docs/for-docs/start-here/welcomedocs · 1022 words
  • /meetother · 129 words
  • /changelogother · 489 words
Readable without JS
1481 words on the homepage
Structured data
None
Sitemap
1 URLs
llms.txt
Present
Built with
Astro
Analysis
AI + deterministic · 6.9s

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