---
id: "question-execution-of-aam"
type: "open-question"
source_timestamps: ["§ AI Agent Optimization (AAO) vs. Search-Engine Optimization (SEO)"]
tags: ["marketing-tactics", "platform-fragmentation"]
related: ["concept-ai-agent-marketing-aam", "entity-poe"]
resolutionPath: "Will be resolved as ad-tech platforms develop APIs and bidding systems designed to inject sponsored content or preferences into LLM context windows across various aggregators."
sources: ["geo"]
sourceVaultSlug: "hbr-seg-geo"
originDay: 3
articleStem: "hbr-cl-92-ai-agents-changing-shopping"
sourceUrl: "https://hbr.org/2025/02/ai-agents-are-changing-how-people-shop-heres-what-that-means-for-brands"
sourceTitle: "AI Agents Are Changing How People Shop. Here’s What That Means for Brands."
---
# How Is AI Agent Marketing (AAM) Executed Across Aggregators?

**Open question:** The article introduces [[concept-ai-agent-marketing-aam]] as a necessary future discipline because aggregators like [[entity-poe]] let users switch between models (ChatGPT, DeepSeek, etc.). But it leaves open the **mechanics**: how does a brand actually *execute* AAM — pay for placement or optimize marketing — when the underlying agent architecture is constantly shifting and hidden behind an aggregator?

**Resolution path:** Likely resolved as ad-tech platforms develop APIs and bidding systems designed to inject sponsored content or preferences into LLM **context windows** across aggregators.

**Enrichment note:** Adjacent "commerce protocol" discussions describe agent-initiated purchases and paid-placement mechanisms in early form, but no mature, standardized AAM tooling exists yet — reinforcing that AAM is the most speculative element of the source.