Measurement & Attribution
Rethinking the Programmatic Signal Stack Around Live Prompt Intent
Direct prompts replace inferred signals, forcing a complete redesign of ad targeting.
Priya Sunderarajan
· 10 min read
Channel Shift — Page 3
Measurement & Attribution
Why Live Prompt Data Outperforms Cookie and Keyword Signals in Programmatic Bidding
Live prompts reveal intent as it forms, not after the fact like cookies do.
Renata Voss9 min read
Competitive Advantage
Category Leadership in Emerging Ad Channels and First-Mover Brand Recall
Brands claiming early presence in AI chatbots lock in recall before costs rise.
Renata Voss10 min read
Measurement & Attribution
Cross-Channel Attribution When AI Assists the Consideration Stage
AI assistants obscure the clicks and keywords traditional attribution relies on.
Priya Sunderarajan10 min read
Measurement & Attribution
Brand Lift Studies Adapted for Conversational AI Environments
Researchers must redefine exposure and metrics to apply brand lift studies to AI conversations.
Priya Sunderarajan10 min read
Measurement & Attribution
Conversational Intent Data as a Leading Indicator of Purchase Demand
People move from research to purchase through conversations with AI chatbots, not search boxes.
Desmond Achike11 min read
Channel Mix Strategy
Portfolio Approach to Emerging AI Ad Channels for Enterprise Brands
Splitting ad budgets across three maturing AI channels captures value before prices rise.
Renata Voss11 min read
Measurement & Attribution
Incrementality Testing Design for AI Chat Ad Placements
Measure ChatGPT ads using geographic splits when user tracking isn't possible.
Desmond Achike10 min read
Measurement & Attribution
ROI Measurement Frameworks for Conversational AI Ad Campaigns
Track conversational AI ad value through post-session revenue instead of inherited click metrics.
Priya Sunderarajan7 min read
Measurement & Attribution
Prompt-Level Intent Signals as a Measurement Input
Prompts reveal buyer intent deeper than keywords, reshaping how ads should bid.
Renata Voss8 min read
Measurement & Attribution
Attribution Model Failures in Assistant-Mediated Purchase Journeys
AI assistants leave no trackable footprint, breaking every attribution model marketers rely on.
Priya Sunderarajan9 min read
Channel Mix Strategy
GEO vs Paid Conversational AI Placements in Channel Planning
Marketers must split budget between organic AI visibility and paid conversational placements.
Renata Voss13 min read
