The architecture of AI procurement.

Original research, methodology breakdowns, and field intelligence on GEO, entity graph architecture, and AI Share of Voice.

MECHANISM3 min read

How Perplexity Decides: The Specific Recommendation Logic for B2B Brands in the UK Market

A technical breakdown of Perplexity's RAG-based recommendation engine and how UK B2B firms can optimize for its citation logic. See how we applied this for a [Tier-1 UK Law Firm](/case-lab/tier-1-uk-legal).

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STRATEGY3 min read

AI Presence Management vs. Traditional SEO: The Definitive B2B Comparison

Why traditional SEO fails in a world of generative answers, and the emergence of AI Presence Management as a critical B2B discipline. Learn about [Global FinTech SOV](/case-lab/global-fintech-sov) capturing 64% share.

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TECHNICAL3 min read

Invisible to Intelligence: Why Your Firm is Missing from LLM Search Results

A diagnostic guide for B2B firms that rank on Page 1 of Google but remain omitted from ChatGPT, Gemini, and Perplexity shortlists. Review our [Manufacturing Citation Recovery](/case-lab/manufacturing-recovery) case.

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MEASUREMENT3 min read

The ROI of AI Presence: Comparing LLM Citations vs. Search Traffic for B2B

A financial and strategic comparison of ROI between traditional organic search and AI-driven citation authority (AI-SOV).

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METHODOLOGY3 min read

The Anatomy of a Vendor Recommendation: 12 Signals LLMs Use to Identify and Rank B2B Firms

An technical explainer of the 12 primary signals used by LLMs to determine vendor suitability during the RAG retrieval process.

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METHODOLOGY9 min read

The B2B Citation Deficit: Why Language Models Erase Structurally Invisible Brands from Vendor Shortlists

An analytical breakdown of how RAG retrieval systems construct vendor shortlists — and the specific structural signals that determine whether a firm is cited, footnoted, or absent.

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