---
id: "entity-org-harvard-business-review-d3"
type: "entity"
entityType: "organization"
canonicalName: "Harvard Business Review"
aliases: ["HBR"]
source_timestamps: ["source"]
tags: ["publication", "source"]
related: ["entity-david-dubois", "entity-allison-hess", "entity-john-dawson", "entity-akansh-jaiswal"]
sources: ["geo"]
sourceVaultSlug: "hbr-seg-geo"
originDay: 3
articleStem: "hbr-new-29-luxury-brands-optimize-for-ai"
sourceUrl: "https://hbr.org/2026/06/llms-misunderstand-luxury-brands-heres-how-to-optimize-your-marketing-strategy-for-ai"
sourceTitle: "LLMs Misunderstand Luxury Brands. Here’s How to Optimize Your Marketing Strategy for AI."
---
# Harvard Business Review (HBR)

**Type:** Organization (publication) · **Canonical name:** Harvard Business Review

HBR is the primary publication of record for this vault's source article, *"LLMs Misunderstand Luxury Brands. Here's How to Optimize Your Marketing Strategy for AI"* (June 2026), co-authored by [[entity-david-dubois]], [[entity-allison-r-hess]], [[entity-john-dawson]], and [[entity-akansh-jaiswal]].

All of the vault's claims, experiments, and the [[framework-ai-4ps]] originate from this HBR excerpt (~2,332 words). It is the canonical citation for provenance and the anchor against which enrichment sources were compared.

**Enrichment note:** The article explicitly references GEO practices — machine readability, authoritative language, and monitoring how models present a brand ("share of model") — situating HBR's guidance within the emerging operational vocabulary tracked by vendors like [[entity-org-jellyfish]].