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AI visibility report · waffle.ai · Oct 9, 2026 · 8 pages read
81
/ 100
Strong, with gaps

Can AI understand waffle.ai?

AI understands your business well, with gaps that can cost you recommendations.

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

“Waffle turns whole books into podcast series, one idea per episode. Every book is free to listen to in order. iPhone and Android.”

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 Waffle 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 · waffle.ai
Lite analysis · deterministic signals only
Business
Waffle
Evidence
“og:site_name "Waffle"”
From homepage. Found on your site.
85%
What you do
Waffle turns whole books into podcast series, one idea per episode. Every book is free to listen to in order. iPhone and Android.
Evidence
“Waffle turns whole books into podcast series, one idea per episode. Every book is free to listen to in order. iPhone and Android.”
From homepage. Found on your site.
75%
Category
Creator, media or education
90%
What you sell
  • Built around the people who wrote them.
  • Learn something new.Have time for books again
100%
For whom
books again
Evidence
“Learn something new.Have time for books again”
From homepage. Found on your site.
45%
Where
Could not determine
0%
Pricing
Prices in structured data
95%
How to buy
  • Online booking: Browse all book podcasts →
  • Contact form
  • Email: founders@waffle.ai
100%
How to contact
email (founders@waffle.ai), 3 forms, contact page
100%
Business model
Content, media or education. Customers can book online, fill in a contact form or send an email.
90%
Why you
These episodes are AI-generated adaptations grounded in the book. Listen to the first episode here and continue the series in the Waffle app.
Evidence
“These episodes are AI-generated adaptations grounded in the book. Listen to the first episode here and continue the series in the Waffle app.”
Found on your site.
40%
Overall understanding confidence
Weighted across the facts above.
74%
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.

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
    Waffle
  • Category
    Creator, media or education
  • Sells
    Built around the people who wrote them., Learn something new.Have time for books again
  • Pricing
    Prices in structured data
  • Next step
    Browse all book podcasts →, Contact form
  • AI can describe you in one sentence: "Waffle turns whole books into podcast series, one idea per episode. Every book is free to listen to in order. iPhone an…"
  • AI can name your offerings: Built around the people who wrote them. and Learn something new.Have time for books again.
  • Your site answers the questions customers ask.
03 · What to change

The 3 changes that matter most

Ranked by how many points each costs you. Fixing these 3 alone could take waffle.ai from 81 to about 88.

01 MediumTrust SignalsHurts: Trustcosts 2.8 pts

No social proof

No testimonials, reviews, ratings or case studies were found.

Why it matters: 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
02 MediumOffering ClarityHurts: Understandingcosts 2.1 pts

No dedicated products or services page

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

Why it matters: 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
03 MediumTrust SignalsHurts: Trustcosts 2.1 pts

No About page

We found no About page.

Why it matters: 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

Plus 10 smaller issues in the full breakdown below.

Is this your website?

Make AI understand Waffle.

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 13 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, with instructions for Next.js
  • 5 private re-scans over 60 days to confirm your new score
  • A brief you can forward to your developer
AI Visibility Fix for waffle.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 waffle.ai got 81

8 dimensions, each backed by checks on your actual pages. Same pages, same score: no model picks the number. Weights fit your category (Creator, media or education). Full methodology

Crawl Access Can AI get in?
All 7 checks passed.
95%
14% of your score
100
✓
Homepage responds quickly20/20 pts

Your homepage loaded in 136 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 400 words of readable text in the raw HTML, no JavaScript required.

  • Words in raw HTML: 400

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 53 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?
All 5 checks passed.
77%
20% of your score
100
✓
AI knows your business name15/15 pts · medium confidence

AI identifies your business as "Waffle".

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: "Waffle turns whole books into podcast series, one idea per episode. Every book is free to listen to in order. iPhone and Android."

  • Based on: Waffle turns whole books into podcast series, one idea per episode. Every book is free to listen to in order. iPhone and Android.(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 · medium confidence

Homepage title: "Waffle: Books as podcasts" (25 characters). Meta description: "Waffle turns whole books into podcast series, one idea per episode. Every book is free to listen to in order. iPhone an…" (129 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 · medium confidence

Homepage H1: "Pick a book.Hear it as a podcast.".

  • H1: Pick a book.Hear it as a podcast.

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 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: Creator, media or education.

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%
14% of your score
65
✓
AI can name what you sell30/30 pts · medium confidence

AI identified 2 offerings: Built around the people who wrote them. and Learn something new.Have time for books again.

  • Built around the people who wrote them.: Built around the people who wrote them.(homepage)
  • Learn something new.Have time for books again: Learn something new.Have time for books again: Download for iPhone(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 described10/20 pts · medium confidence

Only 1 of 2 offerings have a description AI could use.

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

Give each offering a one-sentence description of what it is and who it's for.
In the AI Visibility Fix: 1 step
×
Dedicated products or services 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 "books again", 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 data15/15 pts · medium confidence

Your offerings are marked up as Offer.

  • Schema types: Offer

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

Pricing Transparency Can AI quote you?
2 of 3 checks passed. Biggest gap: Pricing page exists.
77%
6% of your score
88
✓
Prices are readable45/45 pts · medium confidence

AI can read your prices: Prices in structured data

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

!
Pricing page exists10/20 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 data

Not expected for your category.

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

✓
Pricing model is clear15/15 pts · medium confidence

Pricing model is clear from published prices.

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?
All 6 checks passed.
95%
12% of your score
100
✓
Structured data (JSON-LD) present25/25 pts

Found 10 JSON-LD blocks describing: Organization, WebSite, MobileApplication, Offer, Book, Person and 5 more.

  • Types: Organization, WebSite, MobileApplication, Offer, Book, Person, PodcastSeries, PodcastEpisode, AudioObject, BreadcrumbList, 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 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 markup20/20 pts

Your markup covers what matters for your category (Book, Person and PodcastSeries).

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.

✓
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 ("Waffle").

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?
4 of 7 checks passed. Biggest gap: Social proof.
77%
14% of your score
56
×
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 profiles15/15 pts · medium confidence

Linked profiles: YouTube.

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 ("Leadership").

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 5 checks passed. Biggest gap: Clear primary action.
77%
8% of your score
62
✓
Machine-readable contact methods25/25 pts · medium confidence

Contact methods found: email and contact form.

  • Email: founders@waffle.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 action13/25 pts · medium confidence

The only next step is a generic contact option. For a creator, media or education, users expect to subscribe or buy.

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 creator, media or education obvious: subscribe or buy.
In the AI Visibility Fix: 3 steps
!
Self-serve completion8/20 pts · medium confidence

Nothing can be completed online: every path ends in a form or a phone call.

Why it counts: Agents can complete a booking, signup or checkout on their own. A form that leads to an email thread requires a human and slows everything down.

Let customers (and their agents) complete the main action online.
In the AI Visibility Fix: 2 steps
✓
Forms agents can fill10/10 pts · medium confidence

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 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: Clear differentiation.
77%
12% of your score
66
!
Clear differentiation14/30 pts · medium confidence

Your differentiation is vague to AI: "These episodes are AI-generated adaptations grounded in the book. Listen to the first episode here and continue the series in the Waffle ap…".

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 facts10/20 pts · medium confidence

Only one concrete, quotable fact was found: "Request deletion of your personal data from Waffle. We will process your request within 30 days. Su…".

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 answered30/30 pts · medium confidence

AI could answer almost everything. Open question: "Where do you operate or deliver?"

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 waffle.ai? 81 out of 100
Suggested post

AI gave waffle.ai 81/100 for AI visibility. It thinks we're "Waffle turns whole books into podcast series, one idea per episode. Every book is free to listen to in orde..." What does AI think your business is?

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AI Visibility Score 81
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 · 400 words
  • /contactcontact · 42 words
  • /supportfaq · 29 words
  • /book/n17187gbs8qr41s4aggftkmt458f55c1contact · 319 words
  • /book/n171j4en4m4nvt7geqeyzqggzs8edev2contact · 559 words
  • /booksother · 277 words
  • /compareother · 200 words
  • /delete-dataother · 155 words
Readable without JS
400 words on the homepage
Structured data
Organization, WebSite, MobileApplication, Offer, Book
Sitemap
53 URLs
llms.txt
Present
Built with
Next.js
Analysis
Deterministic (lite) · 8.4s

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