Topic:

Incrementality Testing

Total articles: 3

Beyond CAC: A Competitive Intelligence Framework for Profitable Customer Acquisition

Editor’s Pick

Beyond CAC: A Competitive Intelligence Framework for Profitable Customer Acquisition

CAC tells you what customer acquisition costs, but not whether your business is winning against competitors. Explore a four-layer framework for combining ad intelligence, auction benchmarks, funnel conversion rates, incrementality, and unit economics to make smarter acquisition decisions.

Liam O’Connor

Liam O’Connor

11 minOct 28, 2026

The Hidden Cost of “Easy” AI Ads: Why Serious Media Buyers Need Their Own Intelligence Stack

Guide

The Hidden Cost of “Easy” AI Ads: Why Serious Media Buyers Need Their Own Intelligence Stack

Discover why relying solely on platform-native AI advertising tools can lead to wasted ad spend, biased optimization, and missed market opportunities. Learn how to build an independent intelligence stack that combines competitive ad research, independent measurement, creative analysis, and AI-powered insights to improve media buying decisions and long-term profitability.

Priya Kapoor

Priya Kapoor

9 minOct 13, 2026

Always Be Testing the Right Thing: Marrying Google Ads Experiments with Spy-Tool Insights Across Native, Push, Pops, and TikTok

Featured

Always Be Testing the Right Thing: Marrying Google Ads Experiments with Spy-Tool Insights Across Native, Push, Pops, and TikTok

Testing only inside Google Ads and TikTok can hide platform bias, attribution problems, and misleading performance signals. This guide shows how to combine spy-tool intelligence with controlled experiments across Google, TikTok, Native, Push, and Pops to identify which creative and funnel patterns actually drive incremental results.

Priya Kapoor

Priya Kapoor

10 minSep 18, 2026