Thinking that earns its place.

Research, analysis, and strategic commentary on marketing attribution, AI search visibility, and data-driven performance. Published by Arcalea practitioners with active client work in each area.

The 5 Cs Framework: A Strategic Guide for Business Leaders

The 5 Cs, Company, Collaborators, Customers, Competition, and Context, give leadership teams a complete picture of the forces shaping their competitive position. Understanding all five, and the relationships between them, is the prerequisite for any durable strategy.
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AEO Industry Index

Harvard Leads. Wharton Dominates Volume. The Other Five Are Competing for What's Left.

Arcalea tracked 40 prompts across ChatGPT, Perplexity, Gemini, and Claude to measure which M7 business schools appear in AI-generated answers to MBA applicant queries. The composite scores reveal a 9-point gap between the top three and the bottom four, plus a platform-level split no one saw coming. 

7 M7 schools ranked 767 AI mentions analyzed 4 platforms
Arcalea Research Team
Higher Ed · March 2026
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AEO Industry Index

The Agencies Winning on Google and the Agencies Winning in AI Are Not the Same Companies.

73 prompts. 247 AI responses. 15 surrogacy agencies tracked. Arcalea's surrogacy AEO Index reveals a fundamental split: of 15 agencies in the index, exactly one wins on both Google and AI. Every other agency is winning on one channel and losing on the other.

15 agencies tracked 247 responses 4 platforms
Arcalea Research Team
Surrogacy · March 2026
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AEO Industry Index

Ferguson Dominates. Hajoca Doesn't Exist. The $40B Distribution Market Has an AI Visibility Problem.

62 prompts. 21 distributors. The largest private plumbing distributor in the US operates under 60-plus regional trade names, and AI engines have no idea who they are. Arcalea's commercial distribution index documents the entity fragmentation problem hiding inside the industry's market structure.

21 distributors ranked 62 prompts 4 platforms
Arcalea Research Team
Commercial Distributio · March 2026
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Industry Report

Twelve Predictions for Digital, Data, Analytics & AI in 2026

Six global practitioners. Twelve expert-backed predictions across digital infrastructure, data architecture, AI governance, agentic workflows, and ROI frameworks. Download the D2A2 2026 Insights Report to see where enterprise leaders are placing their bets.

12 predictions 6 practitioners 2026 outlook
Arcalea Research Team
Enterprise AI · March 2026
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Framework

The Architecture of Authority: How SEO, AEO, and GEO Work Togethe

The three disciplines that determine which brands get cited by AI engines versus which get ignored. A structural overview of how authority is built in the AI search era.

Arcalea Research Team
Research · 2025
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