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AI visibility report · pgdog.dev · Oct 12, 2026 · 8 pages read
66
/ 100
Partially understood

Can AI understand pgdog.dev?

AI understands what you do, but may struggle to confidently recommend or transact with your business.

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

“PgDog provides an open-source connection pooler, load balancer, and sharding proxy to horizontally scale PostgreSQL databases for developers and enterprises worldwide.”

01 · AI Mirror

What AI thinks PgDog 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 · pgdog.dev
AI analysis · openai/gpt-oss-120b
Business
PgDog
Evidence
“PgDog is a connection pooler, load balancer, and sharding proxy for PostgreSQL.”
From homepage. Found on your site.
95%
What you do
PgDog provides an open-source connection pooler, load balancer, and sharding proxy to horizontally scale PostgreSQL databases for developers and enterprises worldwide.
Evidence
“PgDog is an open-source connection pooler, load balancer, and sharding proxy for PostgreSQL.”
From homepage. Found on your site.
90%
Category
PostgreSQL scaling platform
80%
What you sell
  • Connection pooler
  • Load balancer
  • Distributed database (sharding proxy)
  • Enterprise edition
100%
For whom
Enterprises and developers managing large, high‑traffic PostgreSQL deployments.
Evidence
“This feature is essential to large and busy databases.”
Found on your site.
80%
Where
Could not determine
0%
Pricing
Could not determine
0%
How to buy
  • Other: Docker image available via ghcr.io/pgdogdev/pgdog:
  • Contact form: Talk to us / enterprise inquiry
85%
How to contact
8 forms
60%
Business model
Software product. Customers can fill in a contact form.
80%
Why you
Combines connection pooling, load balancing, and sharding proxy in a single executable while preserving ACID consistency.
Evidence
“Three tools in one.”
From homepage. Found on your site.
85%
Overall understanding confidence
Weighted across the facts above; 100% of quoted evidence verified on your pages.
75%
02 · The gaps

1 thing AI couldn't figure out about you

These are questions real customers ask assistants before they buy. Your site doesn't answer them clearly, so AI can't either.

How much does it cost?

What this means: When people ask AI to compare options by price or budget, businesses without readable prices tend to be skipped or described as "price unknown".

What AI does get right
  • Name
    PgDog
  • Category
    PostgreSQL scaling platform
  • Sells
    Connection pooler, Load balancer, Distributed database (sharding proxy), Enterprise edition
  • For
    Enterprises and developers managing large, high‑traffic PostgreSQL deployments.
  • Next step
    Docker image available via ghcr.io/pgdogdev/pgdog:latest, Talk to us / enterprise inquiry
  • AI can name your offerings: Connection pooler, Load balancer, Distributed database (sharding proxy) and 1 more.
  • AI can describe you in one sentence: "PgDog provides an open-source connection pooler, load balancer, and sharding proxy to horizontally scale PostgreSQL dat…"
  • Clear differentiator: Combines connection pooling, load balancing, and sharding proxy in a single executable wh….
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take pgdog.dev from 66 to about 79.

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 HighAgent ActionabilityHurts: Taking actioncosts 3.9 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
03 HighAgent ActionabilityHurts: Taking actioncosts 3.9 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 postgresql scaling platform obvious: sign up, start a trial or book a demo.
In the AI Visibility Fix: 3 steps

Plus 14 smaller issues in the full breakdown below.

Is this your website?

Make AI understand PgDog.

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 1 questions AI couldn't answer
  • Ready-to-paste code: structured data, meta tags, llms.txt
  • 5 private re-scans over 60 days to confirm your new score
  • A brief you can forward to your developer
AI Visibility Fix for pgdog.dev
$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 pgdog.dev got 66

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (PostgreSQL scaling platform). 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 109 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 746 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 746

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?
All 6 checks passed.
90%
14% of your score
100
✓
AI knows your business name15/15 pts

AI identifies your business as "PgDog".

  • Source: PgDog is a connection pooler, load balancer, and sharding proxy for PostgreSQL.(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: "PgDog provides an open-source connection pooler, load balancer, and sharding proxy to horizontally scale PostgreSQL databases for developers and enterprises worldwide."

  • Based on: PgDog is an open-source connection pooler, load balancer, and sharding proxy for PostgreSQL.(homepage)

Why it counts: "What does this company do?" is the first question an assistant answers about you. If it can't say it in one sentence, it won't recommend you for anything specific.

✓
Descriptive title and meta description15/15 pts

Homepage title: "PgDog - Horizontal scaling for PostgreSQL" (41 characters). Meta description: "PgDog is an open-source connection pooler, load balancer, and sharding proxy for PostgreSQL." (92 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: "Scale Postgres n times".

  • H1: Scale Postgres n times

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: PostgreSQL scaling 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?
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 4 offerings: Connection pooler, Load balancer, Distributed database (sharding proxy) and Enterprise edition.

  • Connection pooler: PgDog can share just a few Postgres connections between 100,000+ clients, without breaking Postgres features.
  • Load balancer: PgDog can distribute reads between replicas, detect replication lag, hardware failure, and primary failovers.
  • Distributed database (sharding proxy): Shard Postgres, without app changes.(homepage)
  • Enterprise edition: For enterprise(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

4 of 4 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: /features/connection-pooler/.

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: Enterprises and developers managing large, high‑traffic PostgreSQL deployments..

  • Based on: This feature is essential to large and busy databases.

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?
0 of 4 checks passed. Biggest gap: Prices are readable.
90%
12% of your score
0
×
Prices are readable0/45 pts

AI could not find any pricing information on the pages it read.

Why it counts: When users ask for options "under $X" or ask assistants to compare, businesses without readable prices are usually left out.

Publish your prices, or at least starting prices, as real text on a pricing page.
In the AI Visibility Fix: 4 steps + 1 piece of ready-to-paste code
×
Pricing page exists0/20 pts

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

Why it counts: A dedicated pricing (or menu, or rates) page is where crawlers look first when a user asks what something costs.

Add a pricing page (or menu, or rates page) linked from your navigation.
In the AI Visibility Fix: 2 steps
×
Prices in structured data0/20 pts

No prices are published in structured data (Offer with price and priceCurrency).

Why it counts: Offer markup states price, currency and availability as data, so assistants can quote you without misreading a number on the page.

Add Offer JSON-LD with price and priceCurrency for your main plans or products.
In the AI Visibility Fix: 2 steps + 1 piece of ready-to-paste code
×
Pricing model is clear0/15 pts

Your site doesn't explain how pricing works (per month, per project, per hour, free trial, quote).

Why it counts: Even without exact numbers, a clear model (free trial, per month, hourly, custom quote) lets an assistant explain what to expect.

State your pricing model in one line.
In the AI Visibility Fix: 1 step
Structured Data Is it machine-readable?
4 of 6 checks passed. Biggest gap: Category-relevant markup.
95%
12% of your score
70
✓
Structured data (JSON-LD) present25/25 pts

Found 1 JSON-LD block describing: Organization.

  • Types: Organization

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

✓
Organization identity in structured data25/25 pts

Your Organization markup includes name, url, logo and sameAs.

Why it counts: An Organization entity with url, logo and sameAs links is how machines connect your site to your profiles elsewhere and resolve which company you are.

✓
Structured data is valid10/10 pts

All JSON-LD blocks parse correctly.

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

×
Category-relevant markup0/20 pts

Your markup doesn't describe the things that matter for a postgresql scaling 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?
3 of 7 checks passed. Biggest gap: Social proof.
90%
10% of your score
46
×
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 profiles15/15 pts

Linked profiles: 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.

✓
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?
2 of 5 checks passed. Biggest gap: Machine-readable contact methods.
90%
14% of your score
39
×
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 postgresql scaling platform obvious: sign up, start a trial or book a demo.
In the AI Visibility Fix: 3 steps
✓
Self-serve completion20/20 pts

Customers can complete online: booking via Calendly.

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: Concrete, comparable facts.
90%
11% of your score
82
✓
Clear differentiation30/30 pts

AI understands what sets you apart: Combines connection pooling, load balancing, and sharding proxy in a single executable while preserving ACID consistency..

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

!
Concrete, comparable facts10/20 pts

Only one concrete, quotable fact was found: "PgDog can share just a few Postgres connections between 100,000+ clients, without breaking Postgres…".

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 pgdog.dev? 66 out of 100
Suggested post

AI gave pgdog.dev 66/100 for AI visibility. It thinks we're "PgDog provides an open-source connection pooler, load balancer, and sharding proxy to horizontally scale Po..." What does AI think your business is?

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AI Visibility Score 66
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 · 746 words
  • /features/connection-pooler/offerings · 715 words
  • /features/load-balancer/offerings · 1272 words
  • /features/sharding/offerings · 650 words
  • /enterpriseother · 284 words
  • /blogblog · 210 words
  • /enterpriseother · 284 words
  • /installation/other · 965 words
Readable without JS
746 words on the homepage
Structured data
Organization
Sitemap
Not found
llms.txt
Not found
Built with
Unknown
Analysis
AI + deterministic · 6.7s

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