What Buyer Intent Data Can Actually Establish

Buyer intent has become a familiar label for signals gathered from content, channels, and scoring tools. The label is convenient but potentially ambiguous. A data system can record a form request, a campaign source, an engagement pattern, or a model-derived priority. Those observations are not equivalent to a Marketing qualification decision, explicit Sales acceptance, a buyer-confirmed business need, or a recognized revenue opportunity. A defensible GTM system retains each transition as a separate event with its own evidence, rule, and owner.

This research report is a bounded desk study of official analytics, CRM, advertising, and compliance documentation; a 2026 Salesforce survey announcement; 2026 LinkedIn/Bain research commentary; and the public service descriptions of Intent Amplify [1]–[16]. The evidence establishes published definitions, platform capabilities, legal guidance, and survey statements within their stated scope. It does not establish individual account buying activity, Intent Amplify client outcomes, or a causal conversion improvement. Eight findings are synthesized into a proposed qualification and measurement framework.