Receipt

    Filed August 12, 2026

    Story still evolving.

    The short version

    Ari Paparo predicted on March 21, 2025: “AI agents may reduce fragmentation by automating buying, negotiation, and optimization across publishers.” Verdict: Still evolving. Later coverage describes 'agentic AI threatening DSPs by automating campaign setup, targeting, and optimization,' which is consistent with the direction of this forecast.

    Prediction by

    Ari Paparo

    On March 21, 2025

    AI agents may reduce fragmentation by automating buying, negotiation, and optimization across publishers.

    Follow-up

    Later coverage describes 'agentic AI threatening DSPs by automating campaign setup, targeting, and optimization,' which is consistent with the direction of this forecast.

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    From the High Caliber AI network — see the AI for PR module in the course.