Keep event, receipt and action times separate. Test intent-data age rules, handle duplicates and unknown timestamps, and distinguish score decay from permission and deletion.
Evaluate second-party intent by its direct source relationship, field-level uses, freshness and accepted output. Review agreements and full delivery cost before activation.
Evaluate external intent research by source, observation unit, identity, freshness, rights, delivery and full cost. Test decision value without assuming purchase readiness.
Run a buyer-led intent data POC with a frozen cohort, acceptance gates, costs and a go/revise/reject scorecard. Interpret small-sample uncertainty honestly.
Check intent-data sources, identity, permitted use, delivery, security, full costs and exit evidence. Keep mandatory approval gates separate from feature scores.
Route B2B trial signals to sales assistance, lifecycle help or no action. Define milestones, ownership and trial windows, then measure conversion without selection bias.
Evaluate freemium buying readiness with product depth, account fit and separate research evidence. Build a transparent scoring rubric and measure assistance carefully.
Interpret webinar registration without assuming purchase intent. Separate identity, attendance, participation, permission, account fit and mature follow-up outcomes.
Use six qualification gates and a nine-step cold-email workflow. Review proposed messages, permissions, suppressions, reply quality and current MarketPulse scope.
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