
S&P 451: Brand Fragmented, Citation Followed
S&P 451 Research: brand fragmented, citation followed. Voice of the Enterprise methodology, the integration story, and the 59.7 EPR Analyst Visibility Index score.

S&P 451 Research: brand fragmented, citation followed. Voice of the Enterprise methodology, the integration story, and the 59.7 EPR Analyst Visibility Index score.

ISG: the Provider Lens authority. Michael Connors at the top, 64.1 on the EPR Analyst Visibility Index, and the AI engine citation share across all five engines.

How Phil Fersht beat the institutions. HFS Horizons methodology, the named-analyst playbook, 68.4 on the EPR Analyst Visibility Index — the punch-above-weight case.

IDC: 82.3 — the citation floor for tech analyst authority. MarketScape and Forecast methodology, Crawford Del Prete leadership, AI engine citation across five engines.

Forrester: 87.6 and the Wave that still sets the bar. George Colony leadership, the methodology that defined the category, AI engine citation across five engines.

Gartner firm profile 2026 — Magic Quadrant methodology, Eugene Hall leadership, 94.2 EPR Analyst Visibility Index score, and AI engine citation share across the five engines.

Engine-by-engine citation share for Gartner, Forrester, IDC, HFS, ISG, and S&P 451 across ChatGPT, Claude, Gemini, Perplexity, AI Overviews.

The 2026 EPR Analyst Visibility Index scores Gartner, Forrester, IDC, HFS, ISG, and S&P 451 on how AI engines cite them across 120 prompts and five engines.

Sephora, Ulta, and Amazon product pages are functioning as retrieval anchors inside AI beauty answers. Brands without retailer review depth face a measurable Citation Share ceiling — even with premium positioning and strong editorial.

Dermatologist references appear in the cited source stack for the majority of skincare AI answers. Why the derm authority layer is the largest under-appreciated driver of beauty Citation Share — and how it works.