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AI visibility report · kestral.ai · Oct 12, 2026 · 3 pages read
66
/ 100
Partially understood

Can AI understand kestral.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

“Kestral provides an AI‑powered product development platform that coordinates docs, tasks, and AI agents for product teams, delivered as a cloud service.”

01 · AI Mirror

What AI thinks Kestral 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 · kestral.ai
AI analysis · openai/gpt-oss-120b
Business
Kestral
Evidence
“Kestral Project Brain is the living project memory that keeps docs, tasks, and AI agents in sync.”
From homepage. Found on your site.
95%
What you do
Kestral provides an AI‑powered product development platform that coordinates docs, tasks, and AI agents for product teams, delivered as a cloud service.
Evidence
“The agentic coordination layer for 10x product teams”
From homepage. Found on your site.
88%
Category
AI‑powered product development platform
93%
What you sell
  • Kestral Project Brain
  • Slack Integration
  • Kestral Plugin for AI Agents
  • kstack Skill Set
100%
For whom
Product development teams that use AI agents and need coordinated task and feedback management.
Evidence
“The agentic coordination layer for 10x product teams”
From homepage. Found on your site.
90%
Where
Could not determine
0%
Pricing
Could not determine
0%
How to buy
  • Demo request: Book a demo via the 'Book a demo' button on the ho
  • Create an account by clicking 'Sign up' on the homepage.
  • Other: Add Kestral to Slack using the 'Add to Slack' butt
100%
How to contact
email (support@kestral.team)
60%
Business model
Software product. Customers can request a demo or sign up on their own.
93%
Why you
Provides an agentic coordination layer that automatically syncs AI agents with project tasks and is SOC 2 Type 2 compliant.
Evidence
“Kestral not only deeply understands your data, but also protects it safely. Kestral is SOC 2 Type 2 compliant”
From homepage. Found on your site.
85%
Overall understanding confidence
Weighted across the facts above; 100% of quoted evidence verified on your pages.
77%
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".

Is there a free trial or freemium tier?

What this means: Allows potential users to evaluate the product before committing.

Which other tools does Kestral integrate with besides Slack?

What this means: Teams need to know if their existing toolchain can be connected.

What AI does get right
  • Name
    Kestral
  • Category
    AI‑powered product development platform
  • Sells
    Kestral Project Brain, Slack Integration, Kestral Plugin for AI Agents, kstack Skill Set
  • For
    Product development teams that use AI agents and need coordinated task and feedback management.
  • Next step
    Book a demo via the 'Book a demo' button on the homepage., Create an account by clicking 'Sign up' on the homepage.
  • AI can name your offerings: Kestral Project Brain, Slack Integration, Kestral Plugin for AI Agents and 1 more.
  • AI can describe you in one sentence: "Kestral provides an AI‑powered product development platform that coordinates docs, tasks, and AI agents for product tea…"
  • Clear next step (sign up, start a trial or book a demo).
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take kestral.ai from 66 to about 76.

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 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
03 MediumPricing TransparencyHurts: Comparisoncosts 2.4 pts

Prices aren't in structured data

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

Why it matters: 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

Plus 16 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Kestral.

Everything above tells you what's wrong. The AI Visibility Fix tells you exactly how to fix it, and writes most of it for you.

  • Step-by-step fixes for all 19 problems, in order of impact
  • Rewritten copy AI can understand: one-line description, homepage headline, About paragraph and an FAQ for the 3 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 kestral.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 kestral.ai 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 (AI‑powered product development platform). 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 230 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 738 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 738

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 6 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?
5 of 6 checks passed. Biggest gap: Descriptive title and meta description.
78%
14% of your score
96
✓
AI knows your business name15/15 pts · medium confidence

AI identifies your business as "Kestral".

  • Source: Kestral Project Brain is the living project memory that keeps docs, tasks, and AI agents in sync.(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 · medium confidence

AI can state what you do: "Kestral provides an AI‑powered product development platform that coordinates docs, tasks, and AI agents for product teams, delivered as a cloud service."

  • Based on: The agentic coordination layer for 10x product teams(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 · medium confidence

Homepage title: "Stay in sync with your team and your AI agents | Kestral Project Brain" (70 characters). Meta description: "Kestral Project Brain is the living project memory that keeps docs, tasks, and AI agents in sync. Coordinate Claude Cod…" (188 characters). The description is outside the 50 to 170 character range.

  • Title: Stay in sync with your team and your AI agents | Kestral Project Brain
  • Meta description: Kestral Project Brain is the living project memory that keeps docs, tasks, and AI agents in sync. Coordinate Claude Code, Codex, and Claude Cowork over MCP and ship faster without AI slop.

Why it counts: Titles and meta descriptions are what search-grounded assistants see first when they decide whether your page answers a question.

Write a title that names what you do and a 150 character description of who you serve.
In the AI Visibility Fix: 3 steps + 1 piece of ready-to-paste code
✓
Homepage H1 describes the business10/10 pts · medium confidence

Homepage H1: "The agentic coordination layer for 10x product teams".

  • H1: The agentic coordination layer for 10x product teams

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 · medium confidence

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 · medium confidence

AI classifies you as: AI‑powered product development 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: Dedicated products or services page.
78%
15% of your score
70
✓
AI can name what you sell30/30 pts · medium confidence

AI identified 4 offerings: Kestral Project Brain, Slack Integration, Kestral Plugin for AI Agents and kstack Skill Set.

  • Kestral Project Brain: Kestral keeps projects on track with the latest knowledge to make sure your agents and teammates work together to build…(homepage)
  • Slack Integration: Turn any Slack message into actionable product feedback. No more lost insights buried in channels.(/apps/slack)
  • Kestral Plugin for AI Agents: Paste this into your coding agent Cursor, Claude Code, or Codex installs the Kestral plugin and reports any remaining a…(homepage)
  • kstack Skill Set: Introducing kstack: The Skills We Built to Ship Faster with AI Agents(/blog)

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

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 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 customer20/20 pts · medium confidence

AI understands you serve: Product development teams that use AI agents and need coordinated task and feedback management..

  • Based on: The agentic coordination layer for 10x product teams(homepage)

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

×
Offerings in structured data0/15 pts · 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.
78%
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
70
✓
Structured data (JSON-LD) present25/25 pts

Found 1 JSON-LD block describing: Blog and Organization.

  • Types: Blog, 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 data15/25 pts

Your Organization markup is missing: logo, sameAs.

  • 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 ai‑powered product development 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 AI10/10 pts

Found a well-formed llms.txt ("Kestral").

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?
2 of 7 checks passed. Biggest gap: Social proof.
78%
10% of your score
39
×
About page0/15 pts · medium confidence

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 · 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 profiles8/15 pts · medium confidence

Only one external profile is linked (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.

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 · 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 business0/10 pts · medium confidence

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 · 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.
78%
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: "Sign up", "How do I get started with Kestral?+" and "Sign up".

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?
1 of 4 checks passed. Biggest gap: Common questions are answered.
78%
11% of your score
67
✓
Clear differentiation30/30 pts · medium confidence

AI understands what sets you apart: Provides an agentic coordination layer that automatically syncs AI agents with project tasks and is SOC 2 Type 2 compliant..

  • Based on: Kestral not only deeply understands your data, but also protects it safely. Kestral is SOC 2 Type 2 compliant(homepage)

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 · medium confidence

Only one concrete, quotable fact was found: "The agentic coordination layer for 10x product teams".

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 3 basic questions about you, including: "What is the pricing model or subscription cost?", "Is there a free trial or freemium tier?" and "Which other tools does Kestral integrate with besides Slack?".

  • What is the pricing model or subscription cost?: Customers need to know if the solution fits their budget.
  • Is there a free trial or freemium tier?: Allows potential users to evaluate the product before committing.
  • Which other tools does Kestral integrate with besides Slack?: Teams need to know if their existing toolchain can be connected.

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: 4 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 kestral.ai? 66 out of 100
Suggested post

AI gave kestral.ai 66/100 for AI visibility. It thinks we're "Kestral provides an AI‑powered product development platform that coordinates docs, tasks, and AI agents for..." 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 · 738 words
  • /blogblog · 76 words
  • /apps/slackother · 205 words
Readable without JS
738 words on the homepage
Structured data
Blog, Organization
Sitemap
6 URLs
llms.txt
Present
Built with
Unknown
Analysis
AI + deterministic · 5.8s

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