Ads in Conversations

Fuente: arXiv
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Autores principales: Banchio, Martino, Mehta, Aranyak, Perlroth, Andres
Formato: Preprint
Publicado: 2024
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author Banchio, Martino
Mehta, Aranyak
Perlroth, Andres
author_facet Banchio, Martino
Mehta, Aranyak
Perlroth, Andres
contents We study the optimal placement of advertisements for interactive platforms like conversational AI assistants. Importantly, conversations add a feature absent in canonical search markets -- time. The evolution of a conversation is informative about ad qualities, thus a platform could delay ad delivery to improve selection. However, delay endogenously shapes the supply of quality ads, possibly affecting revenue. We characterize the equilibria of first- and second-price auctions where the platform can commit to the auction format but not to its timing. We document sharp differences in the mechanisms' outcomes: first-price auctions are efficient but delay ad delivery, while second-price auctions avoid delay but allocate inefficiently. Revenue may be arbitrarily larger in a second-price auction than in a first-price auction. Optimal reserve prices alleviate these differences but flip the revenue ordering.
format Preprint
id arxiv_https___arxiv_org_abs_2403_11022
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Ads in Conversations
Banchio, Martino
Mehta, Aranyak
Perlroth, Andres
Theoretical Economics
Computer Science and Game Theory
We study the optimal placement of advertisements for interactive platforms like conversational AI assistants. Importantly, conversations add a feature absent in canonical search markets -- time. The evolution of a conversation is informative about ad qualities, thus a platform could delay ad delivery to improve selection. However, delay endogenously shapes the supply of quality ads, possibly affecting revenue. We characterize the equilibria of first- and second-price auctions where the platform can commit to the auction format but not to its timing. We document sharp differences in the mechanisms' outcomes: first-price auctions are efficient but delay ad delivery, while second-price auctions avoid delay but allocate inefficiently. Revenue may be arbitrarily larger in a second-price auction than in a first-price auction. Optimal reserve prices alleviate these differences but flip the revenue ordering.
title Ads in Conversations
topic Theoretical Economics
Computer Science and Game Theory
url https://arxiv.org/abs/2403.11022