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owkin.com

owkin.com

Moderate AI visibility with 31 of 48 criteria passing. Biggest gap: rss/atom feed.

51/100
4 since v1
F
Citation Avg
Coherence gate active - score capped at 55
Answer Readiness
~40% weight
7/10
Content Structure
~25% weight
4/10
Trust & Authority
~15% weight
6/10
Technical Foundation
~10% weight
7/10
AI Discovery
~10% weight
5/10

Verdict

Below-average AEO readiness at 51/100 - multiple areas need attention. Key strengths include llms.txt File, Original Data & Expert Analysis, and Fact & Data Density. Priority gaps: RSS/Atom Feed, Speakable Schema, and Query-Answer Alignment. Topic coherence is 4/10, which caps the overall score at 55. Focusing content on core expertise areas is the single highest-impact improvement.

#4763of 13363
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How to Improve

Current
51/100
Projected
80/100
39Total Fixes
9Quick Wins
~76hEst. Effort
Quick Wins
Add question-based headingsConfigure robots.txt for AI crawlersBuild FAQ sections with schemaAdd structured tables and listsAdd ai.txt and content licensingFocus blog content on core expertiseImprove citation-ready writing qualityPackage evidence for AI enginesClarify entity boundaries
Configure robots.txt for AI crawlers
high|trivial
Create complete sitemap.xml
medium|low
Add internationalization signals
critical|medium
Fix HTML structure and meta tags
low|low
Reduce render-blocking resources
low|low
Improve server response efficiency
low|low
Reduce document weight
low|low

Top Opportunities10

Ensure blog content consistently covers your core expertise areas rather than scattering across unrelated topics. AI engines build authority models - a site about "Medicare coverage" that also publishes about humidifiers and groceries dilutes its topical authority.

Write concise, standalone answer paragraphs (2-3 sentences) immediately after question headings. These "snippet-ready" paragraphs are ideal for AI engine citations.

Ensure every question-format heading (H2/H3) is followed by a direct answer paragraph. This pattern is ideal for AI engine snippet extraction.

Expand articles to 1000+ words with structured H2/H3 sections, comparison tables, and expert analysis. Thin content (under 300 words) is rarely cited by AI engines. Deep, well-structured articles demonstrate expertise.

Include "our analysis", "our data", "our testing" phrases backed by original research or proprietary data. 52.2% of AI-cited posts contain owned data signals.

Add question-based headings (H2/H3) throughout your content. Use "What is...", "How does...", "Why should..." patterns that match how users query AI assistants.

Create a dedicated FAQ page with FAQPage schema markup. Cover common questions about your products, services, and industry to become a direct answer source for AI engines.

Write 20-25 word self-contained answer sentences immediately after each H2 heading. 72.4% of AI-cited posts use this pattern - it gives engines a ready-made snippet to quote.

Write self-contained definition sentences and single-claim statements that AI engines can quote directly. Avoid pronouns like "this" or "that" at the start of answer paragraphs.

Add inline citations to external sources, "According to [Source]..." attribution phrases, and a Sources section at the end of key articles.

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Site Pages

www.owkin.com/newsfeed/owkin-and-institut-carnot-calym-la...D44
Owkin and Institut Carnot CALYM collaborate to advance lymphoma research with AI - Owkin
www.owkin.com/candidate-guideD50
Candidate Guide | Owkin
www.owkin.com/blog-case-studiesD47
Blog & Case Studies | Owkin
www.owkin.com/newsF38
Owkin | News Center
www.owkin.com/consortiaD46
Consortia - leading collaborative AI research projects | Owkin
www.owkin.com/our-events/rlapsrisk-bc-webinar-breast-canc...D48
Connect with Owkin at RlapsRisk BC Webinar
www.owkin.com/publications/robust-sensitivity-control-in-...F39
Owkin | Robust sensitivity control in digital pathology via tile score distribution matching
www.owkin.com/pipeline/pipelineD40
AI precision pipeline | Owkin
www.owkin.com/talent-supplier-guideD42
Recruitment Supplier Guide | Owkin
www.owkin.com/explainer-videos/puls-aiD43
Enhancing Cancer Treatment with Predictive AI | PULS-AI | Owkin | Explainer Video
Changes since v1Last audited 52 days ago
55
51
-4
View full comparison →
Focus Content on Core TopicsAdd Direct Answer ParagraphsImprove Question-Answer AlignmentIncrease Content DepthAdd Owned Data SignalsRestructure Content as Q&ABuild Comprehensive FAQ SectionAdd Answer Capsule PatternsImprove Citation-Ready WritingPackage Evidence for AI

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