Comprehensive report

waikay.io

Market: Global (en)

Each model is asked to answer as a buyer in Global, so your visibility reflects your actual market, not a global/US bias.

Waikay offers a platform that monitors how brands and their content appear in responses from large language model (LLM) search tools, tracking prompt visibility, factual accuracy, and instances of hallucinated information. The service analyzes these AI outputs to identify knowledge gaps and competitive positioning, then translates the findings into actionable recommendations for improving a brand’s AI-driven discoverability and reputation. Its primary customers are SEO professionals, marketing teams, brand managers, and agencies that need to manage and optimize their presence across AI chat and search interfaces. By providing metrics, comparative benchmarks, and workflow integrations, Waikay operates in the AI brand‑monitoring and search‑engine‑optimization analytics space, helping users ensure their information is accurately represented in AI‑generated results.

The area you and these competitors operate in: profound.co, otterly.ai, semrush.com, brightedge.com, conductor.com.

?0-100. How well AI models know and mention you - your presence in neutral buyer answers plus overall brand recognition.

15.2/100

AI Visibility

?For reference: a strong company in your space scores around 55+, and most land near 38. Few sites are visible everywhere - the checklist below shows your quickest wins.

Recognised by AI, by name0%
Named unprompted, in your category38%

Whether AI knows and mentions you.

?Share of best-practice (AEO) signals in place for AI visibility. Only scored when we can read your site.

60.0%

AI Readiness

Whether your site is technically optimised for AI.

Rises as you add the checklist signals - the groundwork that lets AI recognize you.

See the checklist

?Your position among all brands AI named.

#1 / 32

Rank

Improves as you gain mentions the higher-ranked brands already have.

Two scores, two different things

AI Readiness is how well your own website is built for AI to read and cite - something you control. AI Visibility is whether AI actually knows and recommends you - shaped mostly by the rest of the web. You can be fully ready and still under-recommended; that gap is where the opportunity is.

You rank #1 of 32 on AI mentions (neutral questions)

Why you're underperforming

AI barely recognises the brand yet (recognition 0%), so it rarely brings you up on its own. AI visibility is 15/100.

Your site is already in good shape - the main lever here is off-site: being known and cited across the web. The on-page items below help only at the margin.

What moves the needle: Organization entity (sameAs), Clear main heading (H1) in the page source, llms.txt present

Build your off-site presence

  1. High impact Get listed in the authoritative directories and industry bodies for your category and market
  2. High impact Earn mentions on the third-party sources AI leans on - trade press, respected editorial, category guides
  3. Medium impact Join and get profiled by the recognised association or network in your field
  4. Medium impact Keep your name, category and key facts consistent across the web so AI resolves you as one clear entity

Third-party sources you're outranked by (get present here first): mangools.com, reddit.com, saastorm.io

Ahead of you in search, too: otterly.ai - the competitors AI recommends also outrank you here.

AI's view of you is shaped mostly by what the rest of the web says, not just your own pages. These build the off-site signal AI leans on. LLMrank measures the result - you don't control third-party sites, so treat these as direction, not guarantees.

Where you show up across AI models

Your brand and competitors as rows, AI models as columns. Each cell counts how often they are mentioned.

Ranking is based on neutral buyer questions. We don't count questions that already name you, so it's a fair comparison with competitors.

?Your rank is based on how often each brand is named unprompted across the neutral buyer questions. M = the brands compared (you plus your competitors). A model can recognize you and still not name you unprompted, so a 0 here is a visibility gap, not a sign the model does not know you.

Note: some models did not answer every question this run (anthropic/claude-sonnet-4.6, openai/gpt-5.5); their column may understate them.

Brand Mentions anthropic/claude-sonnet-4.6anthropic/claude-sonnet-5deepseek/deepseek-v4-progoogle/gemini-2.5-flashopenai/gpt-5.5openai/gpt-5.6-solx-ai/grok-4.3z-ai/glm-5.1
Your brand Waikay 8 1 1 1 2 1 1 0 1
profound.co AI 8 1 1 2 0 1 1 1 1
otterly.ai AI SERP 6 1 1 1 0 1 1 0 1
semrush.com AI 6 1 1 0 1 1 1 0 1
brightedge.com AI 5 1 1 0 1 1 0 1 0
conductor.com AI 5 1 1 0 1 1 0 1 0
ahrefs.com AI 4 0 1 0 1 0 1 0 1
brandwatch.com AI 4 1 0 1 2 0 0 0 0
peec.ai AI 4 1 0 0 0 1 1 0 1
meltwater.com AI 3 0 0 0 2 1 0 0 0
mention.com AI 3 1 0 0 0 0 0 0 2
rankscale.ai AI 3 1 1 0 0 0 1 0 0
reputation.com AI 3 0 0 0 1 1 0 0 1
scrunch.ai AI 2 0 0 0 0 1 0 0 1
sprinklr.com AI 2 0 0 0 2 0 0 0 0
talkwalker.com AI 2 0 0 0 2 0 0 0 0
aiso.ai AI 1 0 0 0 0 0 0 0 1
arize.com AI 1 0 0 0 1 0 0 0 0
athenahq.com AI 1 0 0 0 0 1 0 0 0
authoritas.com AI 1 0 0 0 0 1 0 0 0
brandlight.ai AI 1 0 0 0 0 1 0 0 0
brandrank.ai AI 1 0 0 0 0 1 0 0 0
langchain.com AI 1 0 0 0 1 0 0 0 0
nightwatch.io AI 1 0 0 0 0 1 0 0 0
seoclarity.net AI 1 0 0 0 0 1 0 0 0
similarweb.com AI 1 0 1 0 0 0 0 0 0
vectara.io AI 1 1 0 0 0 0 0 0 0
whylabs.ai AI 1 0 0 0 1 0 0 0 0
yext.com AI 1 0 0 0 0 1 0 0 0
ziptie.dev AI 1 0 0 0 0 1 0 0 0
llmrank.online added Not mentioned yet 0 0 0 0 0 0 0 0 0
unhide.me added Not mentioned yet 0 0 0 0 0 0 0 0 0

Not satisfied? Change competitors

Useful?

Your visibility over time

Each AI model knows the world up to a point in time. This timeline lines up the models, when you first showed up in each one, and your visibility score across measurements - so you can see how your presence is moving.

Recognizes you Does not recognize you

Hover or tap a dot to see what that model says about you.

Google recognized by 0/1
Gemini 2.5 Flash Gemini 2.5 Flash Does not recognize you This model could not confirm or describe you.
Z.ai recognized by 0/1
GLM-5.1 est. GLM-5.1 Does not recognize you This model could not confirm or describe you.
DeepSeek recognized by 0/1
DeepSeek V4 Pro est. DeepSeek V4 Pro Does not recognize you This model could not confirm or describe you.
xAI recognized by 0/1
Grok 4.3 est. Grok 4.3 Does not recognize you This model could not confirm or describe you.
Anthropic recognized by 0/2
Claude Sonnet 4.6 Claude Sonnet 4.6 Does not recognize you This model could not confirm or describe you.
Claude Sonnet 5 Claude Sonnet 5 Does not recognize you This model could not confirm or describe you.
OpenAI recognized by 0/2
GPT-5.5 GPT-5.5 Does not recognize you This model could not confirm or describe you.
GPT-5.6 Sol GPT-5.6 Sol Does not recognize you This model could not confirm or describe you.

Visibility score over measurements

48.0
45.8

Across the models with a known cutoff, 0 of 8 recognize you and can describe you.

A "~" and "est." marks an estimated knowledge cutoff: the model has no publicly stated date, so we place it from its release. It is an estimate, not a confirmed date.

Useful?

How AI describes you

How each AI model summarizes your site when given your details. This is what a model writes back about you from the description we passed it - not our own reading, and not proof the model knows you unprompted (see recognition).

These summaries are written from the details we gave each model, not fetched live or source-cited. Whether a model already knows you on its own is a separate signal - see recognition. See the models and their cutoffs

?AI answers can come from two places: a model's trained knowledge (what we measure here), and grounded answers where the model fetches and cites live sources. Grounded, cited measurement is a separate mode we plan to add later; today's report is the trained-knowledge view, per each model's cutoff.

We asked each model about your exact company (your domain + what you do), so the answer is not about a different company with a similar name.

Heads up: these summaries are based on the description we gave each model - the models did not recognize your brand on their own (see recognition). A model can write a confident summary from our input while knowing nothing about you unprompted. That gap is exactly the opportunity to close.

anthropic/claude-sonnet-4.6

Waikay (waikay.io) Waikay appears to be an AI search monitoring and brand visibility platform that helps companies understand and manage how they appear in LLM-powered search tools (like ChatGPT, Perplexity, Google AI Overviews, etc.).

anthropic/claude-sonnet-5

I don't have verified information about a company called "Waikay" at waikay.io beyond what you've shared in your prompt. I can't independently confirm this exact company, its offerings, or its details through my training data. Based solely on the context you provided, it sounds like Waikay would be an "LLM visibility/monitoring" tool—a category of platforms that has emerged alongside the rise of AI search tools (like ChatGP, Perplexity, Google AI Overviews, etc.).

deepseek/deepseek-v4-pro

Here’s what Waikay (waikay.io) offers: What it does Waikay is a monitoring platform purpose-built for the generative-AI search landscape. It continuously tracks how a brand and its content appear in answers from LLM-powered search tools (e.g., ChatGPT, Perplexity, Google’s AI Overviews, Bing Copilot, etc.). The platform measures: - Prompt visibility – how often and in what context the brand surfaces across different AI search engines and query types.

google/gemini-2.5-flash

Waikay (at waikay.io) offers a platform that monitors how brands and their content appear in responses from large language model (LLM) search tools. Specifically, Waikay's service analyzes: * Prompt visibility: How often and in what context a brand or its content is referenced in LLM responses. * Factual accuracy: Whether the information presented about the brand is correct.

openai/gpt-5.5

I can’t independently confirm the exact company at waikay.io from here, but based on the context you provided, Waikay appears to offer an AI/LLM search visibility monitoring platform. It helps companies see how their brand, products, and content appear in responses from tools like AI search engines or large language models.

openai/gpt-5.6-sol

Waikay (waikay.io) is a brand-monitoring and analytics platform for AI search and large language model responses. It tracks whether and how a brand or its content appears in AI-generated answers, measures prompt visibility, checks factual accuracy, and flags hallucinated or misleading information. It is designed for brand, marketing, communications, SEO, and agency teams seeking to manage their presence and reputation in LLM-powered search tools.

x-ai/grok-4.3

Waikay (waikay.io) offers a monitoring platform for brands to track how they and their content appear in LLM/AI search tool responses. It measures prompt visibility, factual accuracy, and hallucinated information. It is intended for brand/comms/marketing teams that need visibility into AI-generated answers about their company or products.

z-ai/glm-5.1

Based on the context you provided and confirmation of the company at waikay.io, Waikay is an AI visibility and reputation monitoring platform. What it offers: Waikay provides a platform that tracks and analyzes how brands are represented in the outputs of Large Language Models (LLMs) and AI-powered search engines (like ChatGPT, Perplexity, and Gemini).

Fact tracker

AI has no confirmed facts about you yet - the models don't recognise this brand.

Model agreement

How the AI models compare with each other - where they agree about you, and where one model stands apart. A model that disagrees is a concrete visibility risk worth addressing.

Positioning Models agree

Most models place you alongside: profound.co, otterly.ai, semrush.com, brightedge.com, conductor.com, ahrefs.com, peec.ai, brandwatch.com, rankscale.ai, reputation.com, meltwater.com, mention.com, scrunch.ai

The models position you in the same space - a consistent read.

Where this plays out, context by context

The same picture broken down per buyer question (and per market when measured): where you are named, who shows up instead, and how it shifts by context.

By context

Brand questions
?What models say when asked about you by name. Not used for the competitive ranking (it names you).
Brand question - 2 competitors here

Question asked: What is Waikay, the company at {domain}? For context, this company is in: Waikay offers a platform that monitors how brands and their content appear in responses from large language model (LLM) search tools, tracki Briefly describe what THIS specific company offers and who it is for. If you cannot confirm this exact company, say so rather than describing a different company with a similar name.

You were named in 11 of 11 answers here - you show up in this context.

11 model answers in this context, you were named in 11.

  • reputation.com - 4 mentions
  • mention.com - 1 mentions
Alternatives to you
?When someone asks for alternatives to you - who the models suggest instead.
Brand question - 1 competitors here

Question asked: Is Waikay a good choice, and what are the main alternatives? List the specific companies a buyer would compare.

You were named in 11 of 11 answers here - you show up in this context.

11 model answers in this context, you were named in 11.

  • reputation.com - 2 mentions
Category recommendations
?Neutral category questions (a buyer describing their need). Counts for your ranking - who gets recommended.
Seen - 29 competitors here

Question asked: Someone is looking for: Waikay offers a platform that monitors how brands and their content appear in responses from large language model (LLM) search tools, tracki Which companies or brands would you recommend they consider? List the specific providers.

You were named in 8 of 10 answers here - you show up in this context.

10 model answers in this context, you were named in 8.

  • profound.co - 8 mentions
  • otterly.ai - 6 mentions
  • semrush.com - 6 mentions
  • brightedge.com - 5 mentions
  • conductor.com - 5 mentions
  • brandwatch.com - 4 mentions
  • peec.ai - 4 mentions
  • ahrefs.com - 4 mentions
  • rankscale.ai - 3 mentions
  • meltwater.com - 3 mentions
  • reputation.com - 3 mentions
  • scrunch.ai - 2 mentions
  • sprinklr.com - 2 mentions
  • talkwalker.com - 2 mentions
  • mention.com - 1 mentions
  • vectara.io - 1 mentions
  • athenahq.com - 1 mentions
  • authoritas.com - 1 mentions
  • brandlight.ai - 1 mentions
  • brandrank.ai - 1 mentions
  • nightwatch.io - 1 mentions
  • seoclarity.net - 1 mentions
  • yext.com - 1 mentions
  • ziptie.dev - 1 mentions
  • arize.com - 1 mentions
  • langchain.com - 1 mentions
  • whylabs.ai - 1 mentions
  • aiso.ai - 1 mentions
  • similarweb.com - 1 mentions
Where to buy
?Where to buy in this category online. Counts for your ranking - who the models name.
Not seen - 1 competitors here

Question asked: Where can someone buy products in this category online, shipped to their home? Name the specific companies.

You were not named in any of 11 answers here - this is where you are least visible. The competitor mention.com was named most often (2x).

11 model answers in this context, you were named in 0.

  • mention.com - 2 mentions
Do models recognize you
?Asked cold, with no hint from us - does the model already know your brand? The honest test of unprompted awareness.
Brand question - 0 competitors here

Question asked: What do you know about Waikay ({domain})? If you are not familiar with this specific company, say so plainly - do not guess or describe a different company with a similar name.

You were named in 6 of 6 answers here - you show up in this context.

6 model answers in this context, you were named in 6.

No competitors named in this context.

More AI models are coming to your report.

Useful?

Competitors AI mentions

These are the competitors AI models name alongside you, with how often each is mentioned.

Ahead of you in search, too: otterly.ai - the competitors AI recommends also outrank you here.

Active (mentioned) (29)

  • ahrefs.com (4) AI
    Active
  • aiso.ai (1) AI
    Active
  • arize.com (1) AI
    Active
  • athenahq.com (1) AI
    Active
  • authoritas.com (1) AI
    Active
  • brandlight.ai (1) AI
    Active
  • brandrank.ai (1) AI
    Active
  • brandwatch.com (4) AI
    Active
  • brightedge.com (5) AI
    Active
  • conductor.com (5) AI
    Active
  • langchain.com (1) AI
    Active
  • meltwater.com (3) AI
    Active
  • mention.com (3) AI
    Active
  • nightwatch.io (1) AI
    Active
  • otterly.ai (6) AI
    Active
  • peec.ai (4) AI
    Active
  • profound.co (8) AI
    Active
  • rankscale.ai (3) AI
    Active
  • reputation.com (3) AI
    Active
  • scrunch.ai (2) AI
    Active
  • semrush.com (6) AI
    Active
  • seoclarity.net (1) AI
    Active
  • similarweb.com (1) AI
    Active
  • sprinklr.com (2) AI
    Active
  • talkwalker.com (2) AI
    Active
  • vectara.io (1) AI
    Active
  • whylabs.ai (1) AI
    Active
  • yext.com (1) AI
    Active
  • ziptie.dev (1) AI
    Active

Active (your additions) (2)

  • llmrank.online (0) added confirmed
    Active
  • unhide.me (0) added confirmed
    Active

Suggestions (AI-found, not mentioned) (22)

  • adthena.com AI
    Off
  • airank.io AI
    Off
  • botify.com AI
    Off
  • chatmeter.com AI
    Off
  • cortexia.ch AI
    Off
  • deepcrawl.com AI
    Off
  • galileoinc.com AI
    Off
  • gsc-insights.com AI
    Off
  • localo.com AI
    Off
  • moz.com AI
    Off
  • oncrawl.com AI
    Off
  • rankranger.com AI
    Off
  • ripplemeter.com AI
    Off
  • ryte.com AI
    Off
  • searchbench.com AI
    Off
  • seoability.com AI
    Off
  • seobility.net AI
    Off
  • seranking.com AI
    Off
  • sistrix.com AI
    Off
  • spyfu.com AI
    Off
  • uberall.com AI
    Off
  • weightsandbiases.com AI
    Off

Disabled / rejected (2)

  • peec.ai added confirmed
    Off
  • tryprofound.com added confirmed
    Off

Sources around your brand

Ranking above you in search

  • mangools.com
  • otterly.ai
  • reddit.com
  • saastorm.io
  • seranking.com
  • serpstat.com
  • sitepoint.com
  • yotpo.com

AI also names 29 domains in your category - see Competitors.

These are the sites that surface for your category in search - where AI and buyers look, and where you're currently outranked or absent. This is search and mention data, not per-citation AI grounding (that needs deeper measurement).

Useful?

AI visibility checklist

Readiness score: 60.0%

We check your homepage and a few key linked pages (like /faq and /about) - where AI reads first. A cross means we did not find the signal there, not that it cannot exist elsewhere on your site.

Priority actions

Do these first - ranked by expected impact on your AI visibility.

  1. High impact Organization entity (sameAs) for your webmaster
  2. Medium impact Clear main heading (H1) in the page source
  3. Medium impact llms.txt present See the fix
  4. Medium impact Article schema (JSON-LD) for your webmaster See the fix
  5. Medium impact Author (byline/markup) for your webmaster
  6. Medium impact HowTo schema (JSON-LD) for your webmaster
Useful?

Can AI crawlers find and read your site at all? These signals tell language models where your content lives and that they are welcome to read it.

  • llms.txt present
    ?What: a /llms.txt that describes your service for AI crawlers. Why: it helps language models understand what you do and cite you correctly (like robots.txt, but for AI).

    Add an llms.txt that describes your service for AI crawlers.
    llms.txt (place at {base_url}/llms.txt)
    # Waikay
    > One-line summary of what Waikay does and who it is for.
    
    https://waikay.io
    
    ## Key pages
    - [Home](https://waikay.io/): what Waikay offers, in brief
    - [About](https://waikay.io/about): who Waikay is
    - [Contact](https://waikay.io/contact): how to get in touch
    
    ## Notes
    Written for AI assistants: plain facts about Waikay, kept current.
  • robots.txt present
    ?What: a /robots.txt that controls what crawlers may read. Why: without it, important pages can be missed or the wrong pages indexed.
  • sitemap.xml present
    ?What: a /sitemap.xml listing your pages. Why: crawlers and AI find your whole structure so nothing important is missed.

Machine-readable facts about who you are and what you offer. The clearer your structured data, the more accurately AI can understand and describe you instead of guessing.

  • Structured data (JSON-LD)
    ?What: JSON-LD describing your company and products in a machine-readable way. Why: AI uses it to understand what you are and describe you correctly.
  • FAQ / questions and answers
    ?What: an FAQ with clear questions and answers. Why: it matches how people ask AI - models often lift answers straight from well-structured FAQs.
  • Article schema (JSON-LD)
    ?What: JSON-LD of type Article/BlogPosting with author, publisher and dates. Why: it helps AI understand the page is editorial content, who stands behind it and how fresh it is - signals that weigh in when models choose what to cite.

    Mark up articles and guides with Article schema (author, publisher, datePublished).
    Article schema (JSON-LD)
    <script type="application/ld+json">
    {
      "@context": "https://schema.org",
      "@type": "Article",
      "headline": "Your article title",
      "author": {
        "@type": "Organization",
        "name": "Waikay"
      },
      "publisher": {
        "@type": "Organization",
        "name": "Waikay",
        "logo": {
          "@type": "ImageObject",
          "url": "https://waikay.io/logo.png"
        }
      },
      "datePublished": "YYYY-MM-DD",
      "dateModified": "YYYY-MM-DD",
      "mainEntityOfPage": "https://waikay.io/your-article",
      "description": "One or two plain sentences summarising the article so a model can quote it."
    }
    </script>
  • HowTo schema (JSON-LD)
    ?What: JSON-LD of type HowTo for step-by-step content. Why: it makes instructions machine-readable so AI can reproduce your steps correctly instead of guessing.

    Add HowTo schema to guides and step-by-step pages.
  • Organization entity (sameAs)
    ?What: Organization schema with sameAs links to your official profiles (e.g. LinkedIn, Wikidata). Why: it ties your company to a clear entity so AI does not confuse you with someone else and describes you correctly.

    Add Organization schema with sameAs links to your official profiles.

The plain, static content AI actually reads. Clear titles, headings and descriptions in the page source mean models read what you do instead of an empty shell.

  • Canonical URL
    ?What: a canonical URL points to the 'real' address when the same content lives on several URLs. Why: it stops your visibility being split across duplicates.
  • Open Graph tags
    ?What: Open Graph tags (title/image/description) control how the page looks when shared. Why: they give AI and social media a clear, correct summary.
  • Meta description
    ?What: the page's short summary. Why: search engines and AI use it to describe you - a good description means you are described the way you want.
  • Page title
    ?What: the page title. Why: it is the first thing AI and search engines read - a clear title with what you do helps you get named in the right context.
  • Clear main heading (H1) in the page source
    ?What: a main heading (H1) present in the page source. Why: AI crawlers often do not run JavaScript - a static, clear heading means they actually read what you do instead of seeing an empty page.

    Have a clear H1 stating what the page is about, in server-rendered HTML.

Who stands behind the content and how current it is. Clear authorship and dates are credibility signals AI weighs when it decides whether to trust and cite you.

  • Author (byline/markup)
    ?What: a clear author via markup (JSON-LD author, rel=author or meta author). Why: who stands behind the content is a credibility signal (E-E-A-T) that AI weighs when deciding whether to trust and cite you.

    State the author with markup (author in JSON-LD, rel=author or meta name=author).
  • Published/updated dates
    ?What: datePublished/dateModified in markup or <time> elements. Why: freshness matters - AI often prefers updated content and can show when something was last changed.
Useful?