All statisticsGeography · Crackle PR AI Visibility Index, Q3 2026

    Figure from the Q3 2026 edition · the current Index edition is Q4 2026 · see it here

    48.2 vs 47.1

    mean citation index, San Francisco companies vs all companies

    A San Francisco address buys almost no AI visibility

    Published by Parry Headrick · Updated Sep 7, 2026 · CC BY 4.0

    The finding, verbatim

    In the Crackle PR AI Visibility Index, Q3 2026 edition, the 45 San Francisco–headquartered companies averaged a 48.2 citation index against 47.1 for all 100 scored companies — a 1.1-point difference.

    Location is one of the oldest proxies for technology credibility, and it is the one that survives least well under measurement. Crackle PR scored 45 San Francisco–headquartered companies and found their mean citation index effectively indistinguishable from the full panel.

    The variable that did move the number was country. The 14 non-US-headquartered companies in the panel averaged 34.4 against 49.2 for US-headquartered companies — a 14.8-point gap, more than thirteen times the San Francisco effect.

    For communications leaders outside the Bay Area, this is a budget argument. Relocating narrative gravity to San Francisco is not what closes the AI visibility gap; publishing structured, well-corroborated English-language material that answer engines can retrieve is.

    Q3 2026 geography

    San Francisco–headquartered companies45 of 100
    Mean citation index, San Francisco48.2
    Mean citation index, all companies47.1
    California-headquartered companies64 of 100
    Mean citation index, US-headquartered49.2
    Mean citation index, non-US-headquartered34.4
    Boston / New York companies in panel3 / 9

    “Answer engines cannot read a zip code. They read whether your claims are structured, dated, and corroborated somewhere other than your own site.”

    Parry Headrick, Founder, Crackle PR

    How it was measured

    Headquarters was taken from each company's own public filings or site at the time of scoring. Means are unweighted averages of the normalized 0–100 citation index inside each geographic subset of the same 100-company panel.

    Denominator

    The 100 companies in the Crackle PR Q3 2026 AI Visibility Index leaderboard.

    What this number does not prove

    Headquarters is a single-label simplification of distributed companies. The San Francisco subset is also large enough (n=45) to be pulled toward the panel mean by construction, so the finding is best read as 'no measurable premium', not 'a penalty'.

    Cite this statistic

    Reuse is permitted under CC BY 4.0 with attribution. The underlying data is public: raw CSV, JSON, and the DOI deposit.

    Attribution line

    Source: Crackle PR AI Visibility Index (https://www.cracklepr.com/ai-visibility-index), Q3 2026 edition, CC BY 4.0.

    Quotable sentence

    In the Crackle PR AI Visibility Index, Q3 2026 edition, the 45 San Francisco–headquartered companies averaged a 48.2 citation index against 47.1 for all 100 scored companies — a 1.1-point difference.

    Embed (HTML)

    <blockquote>In the Crackle PR AI Visibility Index, Q3 2026 edition, the 45 San Francisco–headquartered companies averaged a 48.2 citation index against 47.1 for all 100 scored companies — a 1.1-point difference. <cite><a href="https://www.cracklepr.com/stats/san-francisco-ai-visibility-premium">Crackle PR AI Visibility Index, Q3 2026</a></cite></blockquote>

    Academic citation (APA)

    Crackle PR. (2026). Crackle PR AI Visibility Index (Q3 2026 edition) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.21986226

    Full scoring rules, weights, and margin of error: Index methodology.

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