Diagnostic·10 min read
Blended ROAS vs Platform ROAS: Stop the Lying Number
Platform ROAS lies structurally. Learn how blended ROAS vs platform ROAS diverge, calculate the overlap ratio, and find your real profitability in 30 minutes.
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ARTICLES
Diagnostic·10 min read
Google Ads Double Counting Conversions: Fix It Fast
Google Ads double counting conversions inflates ROAS and wrecks Smart Bidding. Diagnose the root cause and fix it in under an hour with this guide.
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Paid Ads·10 min read
Incrementality vs Attribution: Why Your ROAS Lies
Incrementality vs attribution: one measures credit, one measures causality. Learn to calculate incremental ROAS and find out if your ads are actually working.
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Paid Ads·12 min read
MER vs ROAS: The Scaling Metric That Actually Works
MER vs ROAS explained for Shopify brands: why platform ROAS inflates by 30-40%, how to calculate your MER floor, and which number to scale on.
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Paid Ads·9 min read
Retargeting ROAS Overstated? Here's the 2-5x Inflation Fix
Retargeting ROAS is overstated by 2-5x: platforms claim credit for buyers who'd convert anyway. Use this holdout formula to measure true incrementality.
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Guide·13 min read
Post-Purchase Survey Attribution: Fix Broken Shopify ROAS
Post-purchase survey attribution shows which channels actually drive Shopify buyers—not what Meta claims. Set up in 5 steps and stop wasting ad budget.
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Diagnostic·11 min read
Ad Spend Up Revenue Flat: 4 Root Causes & Fixes
Ad spend up but revenue flat? Diagnose the root cause — saturation, diminishing returns, cannibalization, or attribution mismatch — and fix it fast.
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Paid Ads·7 min read
Incrementality Testing for Shopify: Geo-Holdout Without an Analyst
How to run geo-lift incrementality tests on Shopify ad spend without a data team. The simple holdout methodology that tells you if your channels are actually driving incremental revenue.
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Paid Ads·6 min read
MMM vs MTA vs GA4: Which Attribution Model Should Shopify Brands Trust?
Marketing mix modeling, multi-touch attribution, and GA4 each tell different stories about your channel performance. Here's which to use at which stage of growth.
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Guide·17 min read
How to Measure AI Visibility: The Complete Dashboard Guide
Learn how to measure your brand's visibility across ChatGPT, Claude, Perplexity, and Gemini. This complete guide covers the 8 key metrics, dashboard setup, monitoring tools, and reporting frameworks you need to track AI search performance.
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Guide·13 min read
Track AI Traffic in Shopify Analytics (ChatGPT & More)
Track AI-referred traffic in Shopify analytics from ChatGPT, Perplexity, and Claude. Set up referrer and UTM tracking to measure AI visitor behavior and prove your visibility ROI.
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Strategy·7 min read
How to Measure AI Visibility ROI: Metrics & Attribution
Measure AI visibility ROI with the right metrics, attribution models, and dark-funnel tracking. A step-by-step framework to prove value to stakeholders and report wins.
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How-To·8 min read
How to Track AI Visibility: Tools, Metrics & Methods
Track your brand's AI visibility across ChatGPT, Perplexity, Claude, and Gemini. Learn the metrics, tools, and audit methods to measure mentions and stop flying blind.
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