---
id: "question-technical-ingestion-mechanics"
type: "open-question"
source_timestamps: ["§ How to Market to LLMs"]
source_url: "https://hbr.org/2025/06/forget-what-you-know-about-seo-heres-how-to-optimize-your-brand-for-llms"
source_title: "Forget What You Know About Search. Optimize Your Brand for LLMs."
tags: ["technical-seo", "implementation"]
related: ["action-provide-proof-of-expertise", "prereq-llm-architecture"]
resolution_path: "Analysis of technical SEO documentation for AI crawlers, RAG system architecture, and data partnership agreements between brands and AI companies."
sources: ["geo"]
sourceVaultSlug: "hbr-seg-geo"
originDay: 3
articleStem: "hbr-ext-10-optimize-brand-for-llms"
sourceUrl: "https://hbr.org/2025/06/forget-what-you-know-about-seo-heres-how-to-optimize-your-brand-for-llms"
sourceTitle: "Forget What You Know About Search. Optimize Your Brand for LLMs."
---
# How exactly do brands ensure LLMs ingest their structured data?

**Open question:** The article advises brands to create structured data, tables, and context-rich content, but it does **not specify *where* this content must live** (brand website, third-party review sites, PR releases) or *how* to ensure LLM crawlers (e.g., GPTBot) actually index it — especially given the rise of publishers blocking AI crawlers. See the technical prerequisite [[prereq-llm-architecture]] and the action it gates, [[action-provide-proof-of-expertise]].

**Resolution path:** Analysis of technical-SEO documentation for AI crawlers, RAG system architecture, and data-partnership agreements between brands and AI companies.

**Enrichment (partial answers from adjacent literature):** Central levers include **RAG pipelines** and whether a brand appears in curated/licensed corpora; **llms.txt and sitemap strategies**; **schema.org markup** for machine-readability; and **synthetic authority** built via third-party coverage. Crucially, ingestion is **not purely meritocratic** — some models rely on licensed corpora and business partnerships, and publishers can block crawlers, so 'create structured content and LLMs will find it' is incomplete; brands may need **data partnerships, API feeds, and curated inclusion** in vertical knowledge bases.