LLMrank

Comprehensive report

medisera.se

Market: Sweden (sv)

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

Företaget erbjuder blodprov‑baserade hälsokontroller med ett brett urval av testpaneler som täcker allmänna välmåendetester, hormon‑ och fertilitetsprofiler, organfunktion, metaboliska tillstånd och specifika sjukdomsindikatorer. Tjänsten är riktad mot privatpersoner som vill följa sin hälsa regelbundet, samt mot företag som vill erbjuda förebyggande hälsovård till sina anställda. Användarna får påminnelser om när nästa prov bör tas och kan ta del av resultaten via en digital portal. Företaget samarbetar med kliniska laboratorier av hög standard för att säkerställa kvaliteten på analyserna. Det konkurrerar inom segmentet för förebyggande hälso‑ och diagnostiktester, där fokus ligger på bekvämlighet, omfattning av analyser och klinisk pålitlighet.

The area you and these competitors operate in: werlabs.se, synlab.se, unilabs.se, aleris.se, blodkollen.se.

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

12.0/100

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 category30%

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.

66.7%

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.

#2 / 15

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 #2 of 15 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 12/100.

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), Article schema (JSON-LD), Author (byline/markup)

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): ondemand.labcorp.com, directlabs.com, my.clevelandclinic.org

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.

Recognition was not measured for this older analysis. Re-run it to see which models recognize 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-5.5z-ai/glm-5.1
Your brand Medisera 3 0 1 1 1 0
werlabs.se AI 4 1 1 1 1 0
synlab.se AI 3 1 1 0 1 0
unilabs.se AI 3 1 1 0 1 0
aleris.se AI 2 0 1 0 1 0
blodkollen.se AI 2 0 0 1 1 0
capio.se AI 2 0 1 0 1 0
testmottagningen.se AI 2 0 1 0 1 0
karolinska.se AI 1 1 0 0 0 0
medichecks.com AI 1 1 0 0 0 0
svenskprovtagning.se AI 1 0 0 0 1 0
thriva.co AI 1 1 0 0 0 0
thriva.co.uk AI 1 1 0 0 0 0
verisana.se AI 1 1 0 0 0 0
werlabs.com AI 1 0 0 0 1 0

Not satisfied? Change competitors

Useful?

Your visibility over time

Pro

See your visibility over time

Pro measures you against earlier model generations too, so you can see how your presence has shifted and confirm that your changes have landed. Upgrade to Pro to unlock the over-time view.

Upgrade to Pro

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.

Recognition was not measured for this older analysis. Re-run it to see which models recognize you.

anthropic/claude-sonnet-4.6

Medisera (medisera.se) Medisera är en svensk digital hälsotjänst som erbjuder självbetalda blodprovstester utan remiss från läkare. ### Vad de erbjuder: - Ett brett utbud av blodpaneler och hälsokontroller som kunden själv väljer och beställer online - Tester inom områden som hormoner, fertilitet, organfunktion (lever, njurar, sköldkörtel), metabola markörer, vitaminer och mineraler samt sjukdomsindikatorer - Provtagning sker via deras samarbetslaboratorier (exempelvis Synlab),…

deepseek/deepseek-v4-pro

Baserat på din beskrivning kan jag bekräfta att det rör sig om Medisera (medisera.se). Vad Medisera erbjuder: Medisera är en svensk digital hälsoplattform som erbjuder blodprovsbaserade hälsokontroller direkt till privatpersoner, utan krav på läkarremiss. De tillhandahåller ett brett utbud av testpaneler som täcker allt från allmänna hälsomarkörer, vitamin- och mineralbrister, hormonprofiler (t.ex.

google/gemini-2.5-flash

Medisera är ett svenskt företag som erbjuder blodprovsbaserade hälsokontroller till privatpersoner. De fungerar som en länk mellan dig som vill ta ett blodprov och de laboratorier som utför analyserna. Vad Medisera erbjuder: * Ett brett utbud av testpaneler: De har ett stort urval av tester som täcker allt från allmänna hälsokontroller (t.ex.

openai/gpt-5.5

Medisera (medisera.se) är en svensk digital tjänst för privatbeställda blodprov och hälsokontroller. Kunden väljer test eller testpanel online, lämnar blodprov på anslutna provtagningsställen i Sverige och får provsvar digitalt, normalt med medicinsk/läkarbaserad kommentar. De erbjuder bland annat kontroller för allmän hälsa, blodvärden, lever/njure, sköldkörtel, vitaminer/mineraler, blodfetter, diabetesrisk, hormoner, fertilitet och vissa sjukdomsmarkörer.

z-ai/glm-5.1

Medisera (medisera.se) är ett svenskt företag inom "direct-to-consumer"-segmentet för hälsokontroller, vilket innebär att privatpersoner kan beställa medicinska blodprov direkt online, utan att behöva en läkarremiss. Vad företaget erbjuder: Medisera erbjuder ett brett utbud av blodprovsbaserade testpaneler som kan beställas via deras hemsida.

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.

  • Medisera is a Swedish digital service for privately ordered blood tests and health checks.

    From: openai/gpt-5.5

  • After ordering, users receive a referral to have blood drawn at partner sampling locations across Sweden.

    From: google/gemini-2.5-flash

  • Test results are delivered digitally via a portal, often with comments from a licensed physician.

    From: google/gemini-2.5-flash

  • Customers pay online and have the blood sample taken at partner laboratories, often Unilabs, across Sweden.

    From: z-ai/glm-5.1

  • Medisera is a Swedish digital health service that offers self‑paid blood tests without a doctor's referral.

    From: anthropic/claude-sonnet-4.6

  • Medisera offers a wide range of blood panels and health checks that customers can select and order online.

    From: anthropic/claude-sonnet-4.6

  • Medisera's tests cover hormones, fertility, organ function (liver, kidneys, thyroid), metabolic markers, vitamins and minerals, and disease indicators.

    From: anthropic/claude-sonnet-4.6

  • Sample collection is performed through Medisera's partner laboratories, such as Synlab, and results are delivered digitally.

    From: anthropic/claude-sonnet-4.6

  • Medisera serves private individuals in Sweden who want to manage their health proactively without a medical referral.

    From: anthropic/claude-sonnet-4.6

  • Customers select tests online, give blood at Swedish collection sites, receive digital results with medical comments.

    From: openai/gpt-5.5

  • Offers panels for general health, blood values, liver/kidney, thyroid, vitamins/minerals, lipids, diabetes risk, hormones, fertility, disease markers.

    From: openai/gpt-5.5

  • Primarily targets private individuals in Sweden wanting health monitoring or preventive checks without primary care.

    From: openai/gpt-5.5

  • Also serves companies that want to provide health checks to employees.

    From: openai/gpt-5.5

  • It is not an acute service and does not replace medical care for symptoms or suspected illness.

    From: openai/gpt-5.5

  • Medisera is a Swedish company offering blood‑based health checks to private individuals.

    From: google/gemini-2.5-flash

  • It provides a broad selection of test panels covering general health, hormones, fertility, organ function, metabolism and disease indicators.

    From: google/gemini-2.5-flash

  • Customers can order and pay for test panels online through the Medisera website.

    From: google/gemini-2.5-flash

  • The service emphasizes preventive health and self‑care.

    From: google/gemini-2.5-flash

  • Medisera’s target customers are private individuals residing in Sweden.

    From: google/gemini-2.5-flash

  • The company acts as an intermediary between customers and clinical laboratories.

    From: google/gemini-2.5-flash

  • Medisera is a Swedish direct‑to‑consumer company that lets private individuals order medical blood tests online without a doctor’s referral.

    From: z-ai/glm-5.1

  • Medisera offers a broad range of blood‑test panels that can be ordered through its website.

    From: z-ai/glm-5.1

  • The test panels include general health checks, hormone profiles, fertility checks, organ‑function tests, and metabolic markers.

    From: z-ai/glm-5.1

  • Results are delivered digitally with explanations, reference values, and sometimes doctor comments or consultations.

    From: z-ai/glm-5.1

  • The service is intended for private individuals in Sweden who want to proactively monitor their health.

    From: z-ai/glm-5.1

  • It targets health‑interested people and those with specific issues such as fertility problems or metabolic imbalance.

    From: z-ai/glm-5.1

  • Medisera offers blood‑test health checks directly to private individuals without a doctor’s referral.

    From: deepseek/deepseek-v4-pro

  • It provides a broad range of test panels covering general markers, vitamin/mineral deficiencies, hormone and fertility profiles, organ function, metabolic conditions and disease indicators.

    From: deepseek/deepseek-v4-pro

  • The service includes digital ordering, sample collection through partners such as Unilabs, and digital result access with medical comments and reference values.

    From: deepseek/deepseek-v4-pro

  • It targets Swedish private individuals who want proactive health monitoring, symptom investigation, condition follow‑up, wellbeing optimisation, or fertility/hormone testing.

    From: deepseek/deepseek-v4-pro

  • It enables users to obtain medical data quickly, bypassing traditional primary‑care waiting times.

    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):

  • Medisera is a Swedish digital health service that offers self‑paid blood tests without a doctor's referral.
  • Medisera offers a wide range of blood panels and health checks that customers can select and order online.
  • Medisera serves private individuals in Sweden who want to manage their health proactively without a medical referral.
  • Medisera's tests cover hormones, fertility, organ function (liver, kidneys, thyroid), metabolic markers, vitamins and minerals, and disease indicators.
  • Sample collection is performed through Medisera's partner laboratories, such as Synlab, and results are delivered digitally.

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

  • It enables users to obtain medical data quickly, bypassing traditional primary‑care waiting times.
  • It provides a broad range of test panels covering general markers, vitamin/mineral deficiencies, hormone and fertility profiles, organ function, metabolic conditions and disease indicators.
  • It targets Swedish private individuals who want proactive health monitoring, symptom investigation, condition follow‑up, wellbeing optimisation, or fertility/hormone testing.
  • Medisera offers blood‑test health checks directly to private individuals without a doctor’s referral.
  • The service includes digital ordering, sample collection through partners such as Unilabs, and digital result access with medical comments and reference values.

Stands apart: google/gemini-2.5-flash - claims only this model makes (possibly out of date or made up):

  • After ordering, users receive a referral to have blood drawn at partner sampling locations across Sweden.
  • Customers can order and pay for test panels online through the Medisera website.
  • It provides a broad selection of test panels covering general health, hormones, fertility, organ function, metabolism and disease indicators.
  • Medisera is a Swedish company offering blood‑based health checks to private individuals.
  • Medisera’s target customers are private individuals residing in Sweden.
  • Test results are delivered digitally via a portal, often with comments from a licensed physician.
  • The company acts as an intermediary between customers and clinical laboratories.
  • The service emphasizes preventive health and self‑care.

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

  • Also serves companies that want to provide health checks to employees.
  • Customers select tests online, give blood at Swedish collection sites, receive digital results with medical comments.
  • It is not an acute service and does not replace medical care for symptoms or suspected illness.
  • Medisera is a Swedish digital service for privately ordered blood tests and health checks.
  • Offers panels for general health, blood values, liver/kidney, thyroid, vitamins/minerals, lipids, diabetes risk, hormones, fertility, disease markers.
  • Primarily targets private individuals in Sweden wanting health monitoring or preventive checks without primary care.

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

  • Customers pay online and have the blood sample taken at partner laboratories, often Unilabs, across Sweden.
  • It targets health‑interested people and those with specific issues such as fertility problems or metabolic imbalance.
  • Medisera is a Swedish direct‑to‑consumer company that lets private individuals order medical blood tests online without a doctor’s referral.
  • Medisera offers a broad range of blood‑test panels that can be ordered through its website.
  • Results are delivered digitally with explanations, reference values, and sometimes doctor comments or consultations.
  • The service is intended for private individuals in Sweden who want to proactively monitor their health.
  • The test panels include general health checks, hormone profiles, fertility checks, organ‑function tests, and metabolic markers.

Positioning Models agree

Most models place you alongside: werlabs.se, synlab.se, unilabs.se, aleris.se, blodkollen.se, capio.se, testmottagningen.se

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: Vad är Medisera, företaget på {domain}? För sammanhang: detta företag verkar inom: Företaget erbjuder blodprov‑baserade hälsokontroller med ett brett urval av testpaneler som täcker allmänna välmåendetester, hormon‑ och fer Beskriv kort vad JUST detta företag erbjuder och vem det är till för. Om du inte kan bekräfta exakt detta företag, säg det i stället för att beskriva ett annat företag med liknande namn.

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.

  • unilabs.se - 2 mentions
  • synlab.se - 1 mentions
Alternatives to you
?When someone asks for alternatives to you - who the models suggest instead.
Brand question - 9 competitors here

Question asked: Är Medisera ett bra val, och vilka är de huvudsakliga alternativen? Lista de specifika företag en köpare skulle jämföra med.

You were named in 4 of 4 answers here - you show up in this context.

4 model answers in this context, you were named in 4.

  • blodkollen.se - 3 mentions
  • unilabs.se - 3 mentions
  • werlabs.se - 3 mentions
  • synlab.se - 2 mentions
  • capio.se - 1 mentions
  • doktor.se - 1 mentions
  • feelgood.se - 1 mentions
  • kry.se - 1 mentions
  • testmottagningen.se - 1 mentions
Category recommendations
?Neutral category questions (a buyer describing their need). Counts for your ranking - who gets recommended.
Seen - 18 competitors here

Question asked: Någon letar efter: Företaget erbjuder blodprov‑baserade hälsokontroller med ett brett urval av testpaneler som täcker allmänna välmåendetester, hormon‑ och fer Vilka företag eller varumärken skulle du rekommendera att de överväger? Lista de specifika leverantörerna.

You were named in 3 of 5 answers here - you show up in this context.

5 model answers in this context, you were named in 3.

  • werlabs.se - 4 mentions
  • synlab.se - 3 mentions
  • unilabs.se - 3 mentions
  • aleris.se - 2 mentions
  • blodkollen.se - 2 mentions
  • capio.se - 2 mentions
  • testmottagningen.se - 2 mentions
  • apoteket.se - 1 mentions
  • apotekshjartat.se - 1 mentions
  • everlywell.com - 1 mentions
  • karolinska.se - 1 mentions
  • medichecks.com - 1 mentions
  • thriva.co - 1 mentions
  • thriva.co.uk - 1 mentions
  • verisana.se - 1 mentions
  • svenskprovtagning.se - 1 mentions
  • werlabs.com - 1 mentions
  • vital.se - 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: Var kan man köpa produkter i den här kategorin på nätet, levererat hem? Namnge de specifika företagen.

You were not named in any of 5 answers here - this is where you are least visible.

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

No competitors named in this context.

By market

How visible you are in each market, and who shows up there instead.

se

Unprompted mentions in AI answers: 30.0% - 21 competitors here

  • brand - Brand question (2 competitors here)
  • alternatives - Brand question (9 competitors here)
  • category - Seen (18 competitors here)
  • buyers - Not seen (0 competitors here)

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) (14)

  • aleris.se (2) AI
    Active
  • blodkollen.se (2) AI
    Active
  • capio.se (2) AI
    Active
  • karolinska.se (1) AI
    Active
  • medichecks.com (1) AI International
    Active
  • svenskprovtagning.se (1) AI
    Active
  • synlab.se (3) AI
    Active
  • testmottagningen.se (2) AI
    Active
  • thriva.co (1) AI International
    Active
  • thriva.co.uk (1) AI International
    Active
  • unilabs.se (3) AI
    Active
  • verisana.se (1) AI
    Active
  • werlabs.com (1) AI International
    Active
  • werlabs.se (4) AI
    Active

Suggestions (AI-found, not mentioned) (23)

  • avonova.se AI
    Off
  • blodprovstagning.se AI
    Off
  • cerascreen.com AI International
    Off
  • cityakuten.se AI
    Off
  • doktor.se AI
    Off
  • dynamiccode.com AI International
    Off
  • dynamiccode.se AI
    Off
  • falck.se AI
    Off
  • falcksverige.se AI
    Off
  • feelgood.se AI
    Off
  • gettested.se AI
    Off
  • halsokontroll.se AI
    Off
  • kry.se AI
    Off
  • letsgetchecked.com AI International
    Off
  • medisera.se AI
    Off
  • nordiclab.se AI
    Off
  • previa.se AI
    Off
  • regionhalland.se AI
    Off
  • regionstockholm.se AI
    Off
  • regionvasterbotten.se AI
    Off
  • synlab.com AI International
    Off
  • unilabs.com AI International
    Off
  • vitaelab.se AI
    Off

Sources around your brand

Ranking above you in search

  • ondemand.labcorp.com
  • directlabs.com
  • my.clevelandclinic.org
  • questhealth.com
  • cdc.gov
  • medlineplus.gov
  • testing.com
  • walkinlab.com

AI also names 21 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: 66.7%

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)
  2. Medium impact Article schema (JSON-LD) See the fix
  3. Medium impact Author (byline/markup)
  4. Medium impact HowTo schema (JSON-LD)
  5. Medium impact llms.txt present See the fix
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) 
    # Medisera
> One-line summary of what Medisera does and who it is for.

https://medisera.se

## Key pages
- [Home](https://medisera.se/): what Medisera offers, in brief
- [About](https://medisera.se/about): who Medisera is
- [Contact](https://medisera.se/contact): how to get in touch

## Notes
Written for AI assistants: plain facts about Medisera, 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": "Medisera"
  },
  "publisher": {
    "@type": "Organization",
    "name": "Medisera",
    "logo": {
      "@type": "ImageObject",
      "url": "https://medisera.se/logo.png"
    }
  },
  "datePublished": "YYYY-MM-DD",
  "dateModified": "YYYY-MM-DD",
  "mainEntityOfPage": "https://medisera.se/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.

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.
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