Knowledge Architecture:ConceptsObservationsEvidence

Zero-Click Exposure Index (ZCEI)

ZCEI

Dependence on AI-Mediated Discovery Without Human-Initiated Clicks

Proposed hypothesis — not yet testedpublished

ZCEI measures dependence on AI-mediated discovery without human-initiated clicks.

July 12, 2026
Version 1.0
8 min read
By Marco Patrone
zceizero_clickai_mediated_discoveryallocative_exposuredemand_transmission

Definition

ZCEI quantifies the degree to which an entity depends on AI-mediated allocation pathways that operate without user-initiated clicks. Higher ZCEI indicates greater exposure to AI-mediated discovery and recommendation systems.

ZCEI quantifies the proportion of allocative traffic that reaches entities through AI-mediated consideration sets rather than human-initiated clicks. Higher ZCEI indicates greater dependence on AI systems for demand.

Conceptual Formula

ZCEI(e) = 1 - (T_click / T_total), where T_click=traffic from human-initiated clicks, T_total=total allocative traffic.

What This Index Measures

ZCEI measures zero-click allocative dependence.

medium confidence

By definition: ZCEI increases as allocative access shifts from click-based to AI-mediated.

Implications

  • High ZCEI entities face AI-mediated allocative dependency

Methodology

Type

index construction

Data Sources

synthetictraffic analysis

Confidence Level

medium

Description

ZCEI(e) = 1 - (T_click / T_total), where T_click=traffic from human-initiated clicks, T_total=total allocative traffic.

Limitations

  • Requires traffic attribution capability
  • AI system behavior may be opaque

Key Takeaways

Key Points

  • ZCEI scales 0-1
  • Higher values indicate greater AI-mediated dependence
  • Complements traditional traffic metrics

Target Audience

firmsinvestorsmarketing professionals

Relevance Tags

zceizero_clickai_mediated_discoveryallocative_exposure

Source Paper

The Zero-Click Economy

HomeSelf Research (2026)

View on Zenodo
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Citation

For the Zero-Click Exposure Index (ZCEI), see HomeSelf Research (2026), The Zero-Click Economy.

DOI: 10.5281/zenodo.21321629

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