Data ReserveAI data licensing research
Section 06 / Expert Q&A

4. What evidence distinguishes paid demand from a growing number of bots?

Data Reserve research deskSection 06Page 6 of 17Last updated 4 November 2026

Suggested respondent: Panigrahi, followed by an owner-side customer. This is a commercial verification question, not an assumption that platform traffic is economically worthless or valuable.

Ask: “For content comparable to ours, what proportion of your evidence represents authenticated paying buyers, technical requests, trials and blocked activity?”

A strong answer should cover: the metric denominator, observation dates, duplicates, failed requests, billable events and cash collected. Ask for a redacted example connecting usage to invoice to remittance, with consent from the owner. A refusal for confidentiality should be recorded as an evidence limit rather than proof of misconduct.

Follow-up: “What would make you advise this owner not to integrate?”

Approved expert quote: [Not yet collected.]

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