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GEO Paper Review
Strategy & Economics Complete 3 posts

GEO Paper Review

From the foundational KDD 2024 paper to optimization approaches and evaluation/manipulation risks — the academic backbone of GEO.

About this series

The term GEO was first defined in the KDD 2024 paper. In the year since, papers on optimization approaches, evaluation, and manipulation risks have piled up — industry discourse stands on this academic base.

Directly useful for GEO SaaS builders who need primary academic sources, analysts validating evaluation metrics, and PMs and CTOs who want paper-grounded decisions.

Follow the academic arc: Foundation (KDD 2024 definition) → Optimization (approaches) → Evaluation and Risks. Reading each paper alongside its limitations and citation graph reveals where industrial application has gaps.

3 episodes

  1. 01
    Anchor post

    GEO Paper Review: Definition and Foundational Frameworks

    Review of the KDD 2024 GEO paper and Chen et al. 2025. Covers the academic definition of GEO, the PAWC visibility metric, and AI search's preference for earned media.

  2. 02

    GEO Paper Review: Optimization Approaches and Vertical Applications

    Review of AutoGEO (quality-preserving auto-optimization) and E-GEO (e-commerce vertical benchmark) papers, analyzing how GEO optimization seeks a Pareto optimal between visibility and utility.

  3. 03

    GEO Paper Review: Evaluation Systems and Manipulation Risks

    Review of SAGEO Arena and CORE papers, analyzing the need for integrated GEO evaluation frameworks and the vulnerability of AI search rankings (91.4% Top-5 manipulation success rate).