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W-shaped attribution model infographic for content marketing showing why first-touch, last-touch, and linear attribution fail in B2B, the W-shaped curve distributing 30% credit to first touch awareness, 30% to lead creation consideration, 30% to opportunity creation decision, and 10% to nurturing touchpoints, with recommended content formats for each stage including pillar pages, original research, and case studies.
Content Strategy

How to Build a W-Shaped Attribution Model for Content (And Prove Your ROI).

April 13, 2026 Iza No comments yet

You just published a 3,000-word definitive guide on your core topic. It took two weeks of research, three interviews with subject matter experts, and a significant chunk of your monthly budget. Three months later, your CEO asks: “What was the ROI of that piece?” If your answer involves page views, time on page, or even […]

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Recent posts

  • How AI engines like ChatGPT and Perplexity use unlinked brand mentions and co-occurrence signals instead of hyperlinks to determine entity salience and LLM visibility in 2026
    Brand Mentions as the New Backlinks in the AI Era.
  • The Role of Digital PR in LLM Visibility.
  • SEO-Optimized: Search Everywhere Optimization diagram showing Your Brand Entity at the center connected to four pillars: Traditional Search (Google), AI Engines, Community Search (Reddit), and Aggregators (G2)
    Search Everywhere Optimization: Beyond Google in 2026.

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AI AI Content Marketing AI strategy and editing artificial intelligence automation Co-Occurrence competition analysis content atomization content distribution content generation content management content operations content optimisation content planning content quality Content ROI content strategy content workflow creative brief drafting Entity Salience Entity SEO gap analysis Generative Engine Optimization GEO internal linking keyword research Knowledge Graph LLM Visibility Long-form content creation process infographic showing 4 stages: research and planning NLP SEO optimization Organization Schema pillar page Product-Led Content SaaS Content Marketing scalability search intent semantic SEO SEO SERP analysis Share of Model Voice topical authority topic clusters

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