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Research and analysis on AI attention measurement.

How attention works in AI-generated responses, what the emerging standards mean, and why the metrics most platforms sell you are the wrong ones.

Industry Analysis  ·  June 27, 2026  ·  8 min

Why IAB and MRC Finally Accepted Behavioral Signals as Attention Evidence

The November 2025 guidelines formalize what behavioral biometrics has measured for years. A competitive landscape analysis of four methodological approaches.

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Legal Framework  ·  June 27, 2026  ·  7 min

Behavioral Attention Measurement Without GDPR Consent: The Complete Legal Framework

Three intersecting GDPR provisions, CNIL July 2025 guidance, and the EU Digital Omnibus 2026 proposal establish a clear legal foundation for consent-free behavioral attention measurement.

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Science  ·  June 27, 2026  ·  9 min

Mouse as Eye: The Scientific Case for Cursor-Based Attention Measurement at Census Scale

Peer-reviewed validation from Cambridge, ACM SIGIR, and cognitive science confirms that cursor and scroll dynamics are a valid proxy for visual attention at census scale.

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Research Paper  ·  June 27, 2026  ·  18 min

Behavioral Biometrics for Attention Measurement

Scientific foundation, IAB/MRC standards, competitive landscape, and GDPR compliance framework for behavioral attention measurement at census scale.

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Methodology  ·  June 23, 2026

What Is Attention Decay and Why It Predicts Content ROI Better Than Any Engagement Metric

Attention decay measures how fast human cognitive engagement drops after first contact with content. It predicts ROI where engagement metrics fail.

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Strategy  ·  June 23, 2026

The Zero-Click Crisis: How Brands Lost the User Three Times and What Comes Next

60% of searches now end without a click. Brands lost their audience to the open web, then social, then AI. Here is what the data shows and what comes next.

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Methodology  ·  June 23, 2026

The Seven Cognitive Engagement Segments: A New Standard for Audience Measurement

BAXindex identifies seven cognitive engagement segments from behavioral biometric data. Deep Reader, Active Explorer, Targeted Scanner and four others — here is what each means for content strategy.

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Strategy  ·  June 23, 2026

The Source Problem: How AI Decides What to Cite and What Disappears

AI models do not cite all content equally. The source problem explains why some brands appear in LLM responses and others vanish — and what the behavioral signal behind citation actually looks like.

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Strategy  ·  June 23, 2026

Generative Engine Optimization: What It Is, What It Is Not, and What Actually Works

GEO is not SEO for AI. It is a different discipline with different inputs and different success metrics. Here is what generative engine optimization actually requires in 2026.

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Methodology  ·  June 23, 2026

One Mathematical Model for All Attention: The BBE Cross-Channel Validity Proof

Web editorial and YouTube long-form produce mathematically identical attention decay curves. This is not a coincidence. It is proof that one behavioral model measures attention across every channel.

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AI Measurement  ·  June 18, 2026

What the BAX Index Actually Measures (And Why Everything Else Is Guesswork)

Your brand appeared in 47 AI responses last month. Visibility without attention is a number that feels good in a deck and means nothing in a boardroom.

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AI Measurement  ·  June 15, 2026

Why the AI Measurement Market Is Selling You the Wrong Metric

Most tools count how many times ChatGPT mentioned your brand. These are presence metrics. Not attention metrics. The difference has a direct impact on your budget decisions.

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AI Measurement  ·  June 18, 2026

Why Your Brand's Position in an AI Response Matters More Than Its Position on Google

Position one in an AI response gets five times more cognitive engagement than position four. Not five times more clicks. Five times more attention. The distinction matters more than it sounds.

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AI Measurement  ·  June 18, 2026

The Source Problem: Why the Websites AI Cites When Mentioning Your Brand Matter as Much as the Mention Itself

Your brand appeared in the answer. The credit went somewhere else. Why AI citations are as important as AI mentions, and what the source layer reveals about your brand authority.

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Attention Economy  ·  June 18, 2026

The Attention Economy Has a Measurement Gap. Here Is What Fills It.

Marketers have been talking about attention for a decade. Nobody built the instrument to measure it. Why the gap exists, why AI made it urgent, and what a real measurement architecture looks like.

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AI Measurement  ·  June 18, 2026

What Good AI Attention Looks Like: A Brand Audit Framework

Most brands do not know their AI attention score. A practical six-step framework for auditing your brand's AI attention, from query universe to competitive benchmarking.

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