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Contextual Intelligence.

Context agents, narrative arc, emotional resonance, and archetypes in modern contextual advertising — from keyword contextual to agentic contextual.

7 essays in this path.

CONTEXTUAL INTELLIGENCE The content — a page, article or video the reader is consuming; the raw signal a keyword scanner would only skim. SIGNAL Content page · article not just keywords The context engine — a context agent that reads the story, the emotion and the archetype of a page rather than matching isolated keywords. CONTEXT AGENT Context engine Story — narrative arc Emotion — resonance Archetype — meaning The placement — an ad genuinely relevant to the moment, understood in context rather than triggered by a matched word. OUTCOME Relevant placement understood, in context The leap — contextual advertising evolves from matching keywords to agentic context that understands the page. keyword contextual agentic contextual Context understood, not just matched.
Start with

The canonical first-read.

Mar 2025

Contextual 3.0 - How Context Agents Are Transforming Media Planning

From keyword matching to fluent reasoning. Five categories, twelve evaluation questions, one machine-readable JSON schema.

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More on this path.

  1. 01
    Jul 2026

    The Context Economy Has a Governance Problem

    An AdExchanger column just named the shift the whole industry is feeling: from an audience economy to a context economy. It is right, and it is the direction a season of this site's writing has been pointing. But 'understand the moment and act on it instantly' is one governance layer away from being a faster surveillance economy — and that layer is the whole ballgame.
  2. 02
    Sep 2025

    Embeddings: The Next Frontier in Advertising?

    Dense numerical representations as the post-ID connective tissue — lookalikes, contextual targeting, cross-media without identifiers.
  3. 03
    May 2025

    Behavioral Prediction Framework for Advertising

    A 21-dimension psychographic model — cognition, rationality, attachment, personality, temperament — for >85% engagement prediction.
  4. 04
    May 2025

    How Story, Emotion, and Archetypes Shape the Future of Contextual Advertising

    Freytag's Pyramid, Plutchik's Wheel, and Jung's archetypes in one privacy-safe framework for emotionally-intelligent placement.
  5. 05
    Apr 2025

    Blending Freytag’s Pyramid and Plutchik’s Wheel with MCP and Agentic AI

    Narrative structure × emotional resonance × autonomous agents. How story-aware ads replace impression-level metrics.
  6. 06
    Dec 2023

    Contextual advertising of the future - "New game, New Rules"

    Why contextual is back — and how AI-optimized contextual finally beats behavioral on attention and outcomes.
Research on this path

Not an essay — but it belongs here.

Other reading paths

Adjacent threads.

Agentic Advertising

Protocols, agents, and the shift from rules to reasoning.

41 essays · 3 shared →
AdTech & Measurement

Programmatic, MMM, attribution, embeddings, and the plumbing beneath.

28 essays · 1 shared →
Trust & Accountability

Accountability is the scarce thing once meaning goes to zero.

12 essays · 1 shared →
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