---
id: "framework-human-ai-awareness-matrix"
type: "framework"
source_timestamps: ["§ Probing the human-AI brand awareness gap"]
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: ["strategic-framework", "brand-diagnostics", "matrix"]
related: ["concept-matrix-cyborgs", "concept-matrix-ai-pioneers", "concept-matrix-high-street-heroes", "concept-matrix-emergent"]
steps: ["\\\"Cyborgs: High Human Awareness", "High AI Awareness (e.g.", "Tesla). Strategy: Maintain dominance across both spheres.\\\"", "\\\"AI Pioneers: Low Human Awareness", "High AI Awareness (e.g.", "Rivian). Strategy: Leverage AI dominance to build broader market share.\\\"", "\\\"High-Street Heroes: High Human Awareness", "Low AI Awareness (e.g.", "Lincoln). Strategy: Urgent need to translate offline/aspirational brand equity into structured", "resolution-focused digital data.\\\"", "\\\"Emergent: Low Human Awareness", "Low AI Awareness (e.g.", "Polestar). Strategy: Build foundational digital footprint and optimize for LLM processing styles to avoid irrelevance.\\\""]
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."
---
# Human-AI Awareness Matrix

A **2×2 diagnostic matrix** that categorizes brands by visibility in traditional human marketplaces (one axis) versus visibility within LLMs (other axis), quantified via the [[concept-human-ai-awareness-gap|Human-AI Awareness Gap]]. It helps brand managers locate their current position and the specific strategic shift required to survive the transition to AI-driven search.

- **[[concept-matrix-cyborgs|Cyborgs]]** — High human / High AI (e.g., [[entity-tesla|Tesla]], and adapted legacy brand [[entity-cadillac|Cadillac]]). *Strategy:* maintain dominance across both spheres.
- **[[concept-matrix-ai-pioneers|AI Pioneers]]** — Low human / High AI (e.g., [[entity-rivian|Rivian]]). *Strategy:* leverage AI dominance to build broader market share.
- **[[concept-matrix-high-street-heroes|High-Street Heroes]]** — High human / Low AI (e.g., [[entity-lincoln|Lincoln]]; also SOV-dominator [[entity-shein|Shein]]). *Strategy:* urgently translate offline/aspirational brand equity into structured, resolution-focused digital data.
- **[[concept-matrix-emergent|Emergent]]** — Low human / Low AI (e.g., [[entity-polestar|Polestar]]). *Strategy:* build a foundational digital footprint and optimize for LLM processing styles to avoid irrelevance.

**Enrichment:** The named archetypes are likely **proprietary to Jellyfish/HBR**, but the underlying 2×2 structure (human vs. AI awareness) and the phenomenon of brands high in one axis and low in the other is corroborated by external SOM sources (Marketing Week, Agile Brand Guide, Jellyfish 'AI Brand Awareness' materials), even where they don't use the same quadrant names.