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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Multi-Touch Attribution: How to Measure the Full Customer Journey

Modern customers encounter 20+ touchpoints across multiple channels before converting. Multi-touch attribution distributes credit across all interactions, revealing true channel value and enabling data-driven budget optimization.

Jim Larkin
10 min read
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Return on Marketing Investment

ROMI quantifies the financial value generated by marketing. Learn how to calculate it, apply it to budgeting and strategic decisions, and understand the key variables that drive meaningful measurement.

Jim Larkin
11 min read
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Quantitative Market Assessment: A Complete Guide

A quantitative market assessment measures your actual competitive position across seven dimensions of digital marketing performance before a market entry, category expansion, or major budget commitment.

Jim Larkin
10 min read
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Data Science Maturity Models: A Broad Consensus Composite

Data science maturity models provide a framework for assessing and progressively improving organizational capability. This guide synthesizes key models into a consensus framework with five levels: Ad-Hoc, Foundational, Integrated, Cultural, and Transformational. Assess where your organization stands and how to advance.

Jim Larkin
7 min read
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Share of Voice in 2026: Search, AI, and Paid: The Complete Strategic Guide

Share of Voice has always been about competitive visibility. In 2026, that visibility spans three distinct channels: paid media, organic search, and the AI-generated responses that now drive 83–93% zero-click consumption. Brands measuring only paid and organic are missing their fastest-growing visibility gap.

Jim Larkin
13 min read
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How AI Search Engines Understand and Rank Content in 2026

AI systems understand content through semantic meaning, not keywords. Learn how RankBrain, BERT, MUM, ChatGPT, and Perplexity interpret your pages, and how to optimize for answer-first ranking across all AI search surfaces.

Jim Larkin
21 min read
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