AI visibility for

photosbylinn.com

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.

The firm offers professional documentary‑style photography that records protests, campaigns, events and other actions for the purpose of visual storytelling. Its services are aimed at organizations, businesses and activist groups that seek to highlight social, environmental or animal‑rights issues and to increase the visibility of their work. By combining expertise in marketing communication with on‑location image capture, the company helps clients document and share impact‑driven narratives. It operates within the visual content creation market, fulfilling the need for compelling, authentic imagery that supports advocacy, branding and outreach efforts.

The area you and these competitors operate in: magnumphotos.com, viiphoto.com, gettyimages.com, noorimages.com, panos.co.uk.

?0-100. Higher = AI names you more often on neutral buyer questions.

18.7/100

Your AI visibility score

?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.

?Share of neutral buyer questions where a model brings you up unprompted.

Not brought up on their own yet

Unprompted mentions in AI answers (0%)

?Share of best-practice (AEO) signals in place for AI visibility.

46.7%

Best practice (AEO)

See the checklist

Not ranked yet - no mentions on neutral buyer questions

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 (z-ai/glm-5.1); their column may understate them.

Brand Mentions anthropic/claude-sonnet-4.6deepseek/deepseek-v4-progoogle/gemini-2.5-flashopenai/gpt-5.5x-ai/grok-4.3z-ai/glm-5.1
Your brand Photosbylinn 0 0 Knows you - not unprompted 0 Knows you - not unprompted 0 Knows you - not unprompted 0 Knows you - not unprompted 0 0 Knows you - not unprompted
magnumphotos.com AI 5 1 1 1 1 1 0
viiphoto.com AI 5 1 1 1 1 1 0
gettyimages.com AI 4 1 1 1 1 0 0
noorimages.com AI 4 0 1 1 1 1 0
panos.co.uk AI 3 0 1 0 1 1 0
panospictures.com AI 2 0 0 0 1 1 0
reduxpictures.com AI 2 0 1 0 1 0 0
ap.org AI 1 0 0 1 0 0 0
apimages.com AI 1 0 0 0 1 0 0
everydayprojects.com AI 1 0 0 0 0 1 0
jesshurd.com AI 1 0 0 0 1 0 0
kristianbuus.com AI 1 0 0 0 1 0 0
nurphoto.com AI 1 0 0 0 1 0 0
photoville.com AI 1 1 0 0 0 0 0
reportdigital.com AI 1 0 0 0 1 0 0
reuters.com AI 1 0 0 1 0 0 0
witness.org AI 1 1 0 0 0 0 0
zumapress.com AI 1 0 0 0 1 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 1/1
Gemini 2.5 Flash Gemini 2.5 Flash Recognizes you I cannot confirm the existence of the specific company "Photosbylinn" at the domain photosbylinn.com based on the information provided. My search capabilities do not extend to real-time website verification or private business databases. Therefore, I cannot describe what **this exact company** offers or who it is for. See full description
Z.ai recognized by 1/1
GLM-5.1 est. GLM-5.1 Recognizes you I cannot independently confirm the exact company "Photosbylinn" at photosbylinn.com. Based on the context you provided, this company offers professional documentary-style photography focused on recording protests, campaigns, events, and actions for visual storytelling. Its services are intended for organizations, businesses, and activist groups. See full description
DeepSeek recognized by 1/1
DeepSeek V4 Pro est. DeepSeek V4 Pro Recognizes you Based on the description you supplied, **Photosbylinn** (photosbylinn.com) is a professional photography service that provides documentary‑style visual storytelling. It specializes in capturing protests, campaigns, events, and other actions, and its services are intended for organizations, businesses, and activist groups that need compelling imagery of their activities. I cannot independently confirm additional details about this exact company beyond the context you gave. See full description
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 1/1
Claude Sonnet 4.6 Claude Sonnet 4.6 Recognizes you I don't have confirmed, specific information about the company at photosbylinn.com in my training data. I can't verify the details of this particular business with confidence, and I wouldn't want to fabricate specifics about a real company. I'd recommend visiting **photosbylinn.com** directly to get accurate information about their services, pricing, and clientele. See full description
OpenAI recognized by 1/1
GPT-5.5 GPT-5.5 Recognizes you Photosbylinn is a professional documentary-style photography service focused on visually documenting protests, campaigns, events, and activist actions. It is for organizations, businesses, nonprofits, campaigners, and activist groups that need strong visual storytelling for communications, advocacy, media, or promotional use. See full description

Visibility score over measurements

18.7

Across the models with a known cutoff, 5 of 6 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 describes your domain in its own words. This is the models' view of you, not our reading of your site.

This reflects what each AI model learned during training, bounded by its knowledge cutoff - not a live, source-cited answer. 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.

anthropic/claude-sonnet-4.6

I don't have confirmed, specific information about the company at photosbylinn.com in my training data. I can't verify the details of this particular business with confidence, and I wouldn't want to fabricate specifics about a real company. I'd recommend visiting photosbylinn.com directly to get accurate information about their services, pricing, and clientele.

deepseek/deepseek-v4-pro

Based on the description you supplied, Photosbylinn (photosbylinn.com) is a professional photography service that provides documentary‑style visual storytelling. It specializes in capturing protests, campaigns, events, and other actions, and its services are intended for organizations, businesses, and activist groups that need compelling imagery of their activities. I cannot independently confirm additional details about this exact company beyond the context you gave.

google/gemini-2.5-flash

I cannot confirm the existence of the specific company "Photosbylinn" at the domain photosbylinn.com based on the information provided. My search capabilities do not extend to real-time website verification or private business databases. Therefore, I cannot describe what this exact company offers or who it is for.

openai/gpt-5.5

Photosbylinn is a professional documentary-style photography service focused on visually documenting protests, campaigns, events, and activist actions. It is for organizations, businesses, nonprofits, campaigners, and activist groups that need strong visual storytelling for communications, advocacy, media, or promotional use.

x-ai/grok-4.3 may have confused the company

I cannot confirm this exact company.

z-ai/glm-5.1

I cannot independently confirm the exact company "Photosbylinn" at photosbylinn.com. Based on the context you provided, this company offers professional documentary-style photography focused on recording protests, campaigns, events, and actions for visual storytelling. Its services are intended for organizations, businesses, and activist groups.

Fact tracker

The distinct claims AI models made about you, one by one. Confirm the ones that are right, and flag anything that is wrong or out of date.

  • Photosbylinn's website is photosbylinn.com

    From: anthropic/claude-sonnet-4.6

  • Photosbylinn is a professional documentary-style photography service.

    From: openai/gpt-5.5

  • It focuses on visually documenting protests, campaigns, events, and activist actions.

    From: openai/gpt-5.5

  • Its services are for organizations, businesses, nonprofits, campaigners, and activist groups.

    From: openai/gpt-5.5

  • It provides strong visual storytelling for communications, advocacy, media, or promotional use.

    From: openai/gpt-5.5

  • Photosbylinn offers professional documentary-style photography that records protests, campaigns, events, and actions for visual storytelling.

    From: z-ai/glm-5.1

  • Photosbylinn's services are intended for organizations, businesses, and activist groups.

    From: z-ai/glm-5.1

  • Photosbylinn is a professional photography service.

    From: deepseek/deepseek-v4-pro

  • Photosbylinn provides documentary‑style visual storytelling.

    From: deepseek/deepseek-v4-pro

  • Photosbylinn specializes in capturing protests, campaigns, events, and other actions.

    From: deepseek/deepseek-v4-pro

  • Photosbylinn's services are intended for organizations, businesses, and activist groups that need compelling imagery of their activities.

    From: deepseek/deepseek-v4-pro

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.

Facts One model differs

Stands apart: anthropic/claude-sonnet-4.6 - claims only this model makes (possibly out of date or made up):

  • Photosbylinn's website is photosbylinn.com

Stands apart: deepseek/deepseek-v4-pro - claims only this model makes (possibly out of date or made up):

  • Photosbylinn is a professional photography service.
  • Photosbylinn provides documentary‑style visual storytelling.
  • Photosbylinn specializes in capturing protests, campaigns, events, and other actions.
  • Photosbylinn's services are intended for organizations, businesses, and activist groups that need compelling imagery of their activities.

Stands apart: openai/gpt-5.5 - claims only this model makes (possibly out of date or made up):

  • It focuses on visually documenting protests, campaigns, events, and activist actions.
  • It provides strong visual storytelling for communications, advocacy, media, or promotional use.
  • Its services are for organizations, businesses, nonprofits, campaigners, and activist groups.
  • Photosbylinn is a professional documentary-style photography service.

Stands apart: z-ai/glm-5.1 - claims only this model makes (possibly out of date or made up):

  • Photosbylinn offers professional documentary-style photography that records protests, campaigns, events, and actions for visual storytelling.
  • Photosbylinn's services are intended for organizations, businesses, and activist groups.

Positioning Models agree

Most models place you alongside: magnumphotos.com, viiphoto.com, gettyimages.com, noorimages.com, panos.co.uk, panospictures.com, reduxpictures.com

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 - 0 competitors here

Question asked: What is Photosbylinn, the company at {domain}? For context, this company is in: The firm offers professional documentary‑style photography that records protests, campaigns, events and other actions for the purpose of vis 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 5 of 6 answers here - you show up in this context.

6 model answers in this context, you were named in 5.

No competitors named in this context.

Alternatives to you
?When someone asks for alternatives to you - who the models suggest instead.
Brand question - 1 competitors here

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

You were named in 5 of 5 answers here - you show up in this context.

5 model answers in this context, you were named in 5.

  • shutterstock.com - 1 mentions
Category recommendations
?Neutral category questions (a buyer describing their need). Counts for your ranking - who gets recommended.
Not seen - 18 competitors here

Question asked: Someone is looking for: The firm offers professional documentary‑style photography that records protests, campaigns, events and other actions for the purpose of vis Which companies or brands would you recommend they consider? List the specific providers.

You were not named in any of 5 answers here - this is where you are least visible. The competitor magnumphotos.com was named most often (5x).

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

  • magnumphotos.com - 5 mentions
  • viiphoto.com - 5 mentions
  • gettyimages.com - 4 mentions
  • noorimages.com - 4 mentions
  • panos.co.uk - 3 mentions
  • panospictures.com - 2 mentions
  • reduxpictures.com - 2 mentions
  • photoville.com - 1 mentions
  • witness.org - 1 mentions
  • apimages.com - 1 mentions
  • jesshurd.com - 1 mentions
  • kristianbuus.com - 1 mentions
  • nurphoto.com - 1 mentions
  • reportdigital.com - 1 mentions
  • zumapress.com - 1 mentions
  • ap.org - 1 mentions
  • reuters.com - 1 mentions
  • everydayprojects.com - 1 mentions
Where to buy
?Where to buy in this category online. Counts for your ranking - who the models name.
Not seen - 0 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 6 answers here - this is where you are least visible.

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

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.

Active (mentioned) (7)

  • apimages.com (1) AI
    Active
  • gettyimages.com (4) AI
    Active
  • magnumphotos.com (5) AI
    Active
  • noorimages.com (4) AI
    Active
  • nurphoto.com (1) AI
    Active
  • panos.co.uk (3) AI
    Active
  • reuters.com (1) AI
    Active

Suggestions (AI-found, not mentioned) (52)

  • activistvisuals.net AI
    Off
  • advocacyvisuals.org AI
    Off
  • aktionfotografie.at AI
    Off
  • alamy.com AI
    Off
  • bilderbewegung.de AI
    Off
  • blink.la AI
    Off
  • brightonphotographer.co.uk AI
    Off
  • bristolphotographer.com AI
    Off
  • cameroncollective.co.uk AI
    Off
  • campaignlens.net AI
    Off
  • collectifphotographie.be AI
    Off
  • colourbox.com AI
    Off
  • communitymediahouse.org AI
    Off
  • demotix.com AI
    Off
  • documentalistes.fr AI
    Off
  • documentarycollective.com AI
    Off
  • documentaryphotographers.co.uk AI
    Off
  • ethicalimagecreators.net AI
    Off
  • eventcapturepro.biz AI
    Off
  • eyevine.com AI
    Off
  • fotocolectivo.es AI
    Off
  • glasgowphotography.com AI
    Off
  • grassrootsmedia.co AI
    Off
  • impactstorytellers.co AI
    Off
  • impactvisuals.nl AI
    Off
  • istockphoto.com AI
    Off
  • jessicafullerphotography.com AI
    Off
  • localbrandphotography.com AI
    Off
  • localphotojournalism.com AI
    Off
  • londoncamerahire.co.uk AI
    Off
  • manchesterphotography.co.uk AI
    Off
  • markhudsonphoto.com AI
    Off
  • narrativephotography.co.uk AI
    Off
  • nicoleillustration.com AI
    Off
  • nonprofitvisuals.org AI
    Off
  • photographybykate.co.uk AI
    Off
  • photoshot.com AI
    Off
  • pleasebringyourcamera.com AI
    Off
  • protestbild.de AI
    Off
  • reportdigital.co.uk AI
    Off
  • shutterstock.com AI
    Off
  • sipaphoto.com AI
    Off
  • socialcausephotography.com AI
    Off
  • sozialefotografie.org AI
    Off
  • storyhunter.com AI
    Off
  • storytellingagency.com AI
    Off
  • storytellingphoto.se AI
    Off
  • thestorytellerphotography.co.uk AI
    Off
  • visualnarrativesolutions.com AI
    Off
  • visuelleserzaehlen.ch AI
    Off
  • wildpixel.co.uk AI
    Off
  • zumapressimages.com AI
    Off
Useful?

AI visibility checklist

Readiness score: 46.7%

Priority actions

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

  1. High impact FAQ / questions and answers See the fix
  2. High impact Organization entity (sameAs)
  3. Medium impact Article schema (JSON-LD) See the fix
  4. Medium impact Author (byline/markup)
  5. Medium impact Clear main heading (H1) in the page source
  6. Medium impact HowTo schema (JSON-LD)
  7. Medium impact llms.txt present See the fix
  8. Medium impact Published/updated dates
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)
    # Photosbylinn
    > One-line summary of what Photosbylinn does and who it is for.
    
    https://photosbylinn.com
    
    ## Key pages
    - [Home](https://photosbylinn.com/): what Photosbylinn offers, in brief
    - [About](https://photosbylinn.com/about): who Photosbylinn is
    - [Contact](https://photosbylinn.com/contact): how to get in touch
    
    ## Notes
    Written for AI assistants: plain facts about Photosbylinn, 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.

    Add an FAQ that answers buyer questions (ideally with FAQPage schema).
    FAQ schema (FAQPage JSON-LD)
    <script type="application/ld+json">
    {
      "@context": "https://schema.org",
      "@type": "FAQPage",
      "mainEntity": [
        {
          "@type": "Question",
          "name": "What does Photosbylinn do?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Answer in one or two plain sentences a model can quote directly."
          }
        },
        {
          "@type": "Question",
          "name": "Who is Photosbylinn for?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Describe your ideal customer in plain language."
          }
        }
      ]
    }
    </script>
  • 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": "Photosbylinn"
      },
      "publisher": {
        "@type": "Organization",
        "name": "Photosbylinn",
        "logo": {
          "@type": "ImageObject",
          "url": "https://photosbylinn.com/logo.png"
        }
      },
      "datePublished": "YYYY-MM-DD",
      "dateModified": "YYYY-MM-DD",
      "mainEntityOfPage": "https://photosbylinn.com/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.

    Expose published and updated dates in markup (datePublished/dateModified or <time datetime>).
Useful?