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Questions Redflag data answers

Worked examples, one per research question, showing the kind of answer each dataset gives.

Live sample: US travel panel

This is what the travel question above looks like as delivered data: one collection run on 2026-10-01, 72 questions put to OpenAI. It is a single cross-section, so it shows levels rather than a trend.

Where AI answers send the customer

Share of every valid answer, by the destination it leads with. The four buckets sum to one.

Issuer reach: share of answers mentioning any brand the issuer owns

issuerreachraten / d95% CIdestination share
Deduplicated per answer: an answer naming Expedia, Hotels.com and Travelocity counts once for Expedia Group, not three times.

Substitution: who gains when a company is absent

A peer's recommendation rate when the subject is absent, minus its rate when present. Pairs with fewer than 10 observations on either side are not published.

What this is and is not

    Start a collection

    Runs execute in the background. This returns a run id immediately; the table below polls for progress.

    Runs

    runas-ofstatusphases oweddone plannedokfailed coveragepublished

    Query

    metrics.csv
    Known-at is the knowledge cutoff. Leave blank for now. Changing it shows the feed as it stood then — corrections published later are excluded.

    Results

    entitynametickers valuen / d 95% CIrevknown at

    Observations

    cellquestionengineoutcomerecssrcsfirst observed

    Entity registry

    entitynamekindroletickersdomainsparent links

    Sample

    methodology.md