Measurement
Attribution, analytics & proving the value.
48 articles
Demand Gen Ads Need Better Measurement Discipline
Google's latest Demand Gen expansion adds more formats and automation. The real marketing advantage now comes from measuring business outcomes after the click.
September 27, 2026
Why Too Much Product Choice Hurts Ecommerce Conversion
Ecommerce conversion doesn't always improve with a bigger catalog. See how choice overload creates hesitation and hides the products worth buying from shoppers.
September 13, 2026
Marketing Measurement Strategy for a Post-Click World
Marketing measurement strategy is overdue for a reset. Build a cleaner system around business outcomes, first-party signals, and incrementality.
August 26, 2026
AI Assistant Ads Are Rewriting Marketing Measurement for Good
Google and OpenAI are moving ads into conversational interfaces. Marketers need a new measurement model before clicks, rankings, and clean attribution disappear.
August 22, 2026
AI Marketing Reporting Is Becoming a Measurement Trap
AI marketing reporting is getting faster, but automated explanations can hide weak data, blur causality, and make confident decisions harder to audit.
August 10, 2026
AI Advertising's Black Box Is Eating Marketing Budgets
ChatGPT ads and Google's AI Max promise easier growth, but they move more decisions out of sight. Here's how marketers regain control before reports lie.
August 6, 2026
AI Advertising Is Becoming Machine-Readable, Not Human-Led
AI advertising is moving toward machine-readable creative, feeds, and signals. The brands that win will build for recommendation systems without losing judgment.
August 6, 2026
AI Media Buying Needs a Brake
AI media buying can cut campaign costs while hiding weak business results. A guide to spending permissions, better signals, and independent measurement.
August 6, 2026
AI Referral Traffic Hides Your Highest-Intent Customers
AI referral traffic is growing fast, but most analytics systems still bury it inside direct and organic channels. That makes your best prospects hard to see.
August 6, 2026
AI Max Search Ads: A Control Problem
Google's AI Max upgrade promises more conversions, but it also changes what search marketers can see, steer, and prove. The control problem is now the strategy.
August 4, 2026
Share of Model Is Marketing's Next Vanity Metric
AI visibility scores are becoming the new marketing dashboard obsession. Share of model sounds useful, but without outcomes it can hide more than it reveals.
August 4, 2026
AI Advertising Measurement Is Mostly Guesswork Right Now
AI advertising measurement is moving from clicks to brand perception, but teams still cannot prove whether AI visibility changes sentiment, demand, or revenue.
August 3, 2026
AI Advertising Is Creating a Two-Speed Market in 2026
AI advertising is widening the gap between teams that redesign campaigns around machine decisions and teams still optimizing dashboards built for the old web.
August 3, 2026
Your Dashboard Has a Bot Problem
Bot traffic now exceeds human traffic in key web-request data. Learn how to separate crawlers, fraud, and agents before dashboards distort marketing decisions.
August 2, 2026
AI Marketing Measurement Is Losing Fast in 2026
AI is making marketing teams faster, but measurement is falling further behind. The next budget fight will be over proof, not production volume.
August 1, 2026
Browser Ad Fraud Is Becoming AI's Next Marketing Crisis
Browser ad fraud is moving inside the tools marketers trust. Here is why AI agents, MCP sessions, and hidden malware are changing campaign measurement.
August 1, 2026
AI Lead Generation Is Breaking Attribution Systems
AI lead generation is moving discovery outside the funnel. Here is why marketing attribution is losing the first half of the buying journey, and what to measure next.
July 31, 2026
The Audit Trap: Why AI Attribution Rebuilds Fail
75% of marketers say measurement is broken. AI was supposed to fix it. But most are rebuilding the wrong model. They measure what they can instead of what matters.
July 29, 2026
The Blind Spot Below Your Metrics
Dashboards show your AI marketing working perfectly. Your customers tell a different story. Here's why metrics and reality split apart, and how to spot the gap.
July 29, 2026
AI Measurement Inflation
Companies claim AI doubled their attribution accuracy. The data says they're measuring nothing at all.
July 28, 2026
AI Model Decay: Why Your Models Get Worse Over Time
Your AI model is degrading. Hallucinations are increasing. Performance is dropping. Here's what's actually happening, and why nobody warned you.
July 28, 2026
Why Synthetic Data Is Breaking Your Attribution Model
The feedback loop of AI-generated training data is degrading marketing measurement. CMOs are bleeding budget without seeing it. Here's what's happening and what to measure.
July 28, 2026
OpenAI's $100B ad bet misses reality by 90%
OpenAI projects $100 billion in ChatGPT ads by 2030. The market ceiling is $5.4 billion. What happens when a trillion-dollar company's math doesn't add up?
July 26, 2026
AI data quality errors drain ad budgets silently
Measurement errors in AI systems are burning marketing budgets without obvious failure signals. Brussels just set compliance rules. Most CMOs still don't know their data is poisoned.
July 25, 2026