---
type: "synthesis"
sources: ["agentic"]
tags: ["machine-readable", "brand", "share-of-model"]
id: "cross-machine-legibility"
sourceVaultSlug: "hbr-seg-agentic"
originDay: 6
articleStem: "hbr-seg-agentic"
sourceUrl: "(unified vault: 9 sources)"
sourceTitle: "HBR — Firm Ⅱ-A · Agentic operating model / brand code / workstreams"
---
A subtle cross-article symmetry: the corpus prescribes making the organization machine-readable in **two directions**, using nearly identical techniques.

**Inward** (so *your* agents perform well): A002's [[concept-brand-code]] and A017's [[action-convert-to-markdown]] structure internal knowledge for internal agents; A027's [[concept-judgment-infrastructure]] does the same for decision logic.

**Outward** (so *others'* agents represent you well): A018 introduces [[concept-share-of-model]] — how often and how favorably you appear in AI outputs — managed via [[action-monitor-share-of-model]], the [[concept-llms-txt]] standard ([[action-adopt-llms-txt]]), and even adversarial [[concept-strategic-text-sequence|strategic text sequences]] ([[contrarian-nonsensical-optimization]]).

The unifying realization: in an agentic economy, **anything not structured for machine consumption is invisible or misrepresented.** A018's [[entity-pernod-ricard-d6]] discovered LLMs miscategorizing Ballantine's; A017 warns [[concept-human-formatted-data|PDFs are machine-hostile]] ([[quote-pdfs-are-outputs]]). Both directions depend on the same skill A002 calls [[prereq-machine-readable-data|machine-readable data structuring]].

**Where they diverge:** A018 adds a governance edge absent inward — external optimization shades into manipulation (STS; [[question-ai-monetization-regulation|pay-to-play regulation]]) — and introduces an external actor the internal articles ignore: the [[concept-consumer-agents|consumer agent]] with a fiduciary duty ([[quote-consumer-reports-fiduciary]]) that competes with the company's own [[concept-brand-agents|brand agent]]. See the commoditization angle in [[cross-homogeneity-trap]].