Ranking Purchase Intent Signals Across Digital Ad Channels
Different purchase signals predict buying readiness better than reach alone.
Different purchase signals predict buying readiness better than reach alone.
A framework for measuring how well DSPs score ad intent from conversational context.
Publishers need conversational context, intent-based pricing, and compatible demand partners.
Four infrastructure layers replace legacy ad networks for conversational AI monetization.
Early builders shaped conversational AI advertising before platforms existed to validate it.
LLM advertising needs auctions over output distributions, not impression slots.
Conversational AI requires different ad infrastructure because intent emerges live, not from pages.
Conversational AI requires ads built for real-time context, not static keywords or page URLs.
Publishers must evaluate AI ad partners on conversational fit, not web metrics.
Conversational ads need infrastructure designed for dynamic intent, not static page slots.
Developers must balance inference costs against five competing monetization models.
Conversational ads need live context matching, not page-based targeting.