Diagnostic·10 min read
Blended ROAS vs Platform ROAS: Stop the Lie
Platform ROAS lies structurally. Learn how blended and platform ROAS diverge, calculate the overlap ratio, and find your real profit 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 prove your ads actually work.
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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
Run geo-lift incrementality tests on Shopify ad spend without a data team, using a simple holdout method that proves which channels drive real revenue.
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Paid Ads·6 min read
MMM vs MTA vs GA4: Best Attribution for Shopify
Compare MMM, multi-touch attribution, and GA4 to learn which attribution model Shopify brands should trust at each growth stage.
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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, covering the 8 key metrics, dashboard setup, and tools.
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Guide·13 min read
Track AI Traffic in Shopify Analytics (ChatGPT)
Track AI-referred traffic from ChatGPT, Perplexity, and Claude in Shopify. Set up referrer and UTM tracking to measure AI visitors and prove ROI.
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Strategy·8 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 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 across ChatGPT, Perplexity, Claude, and Gemini. Get the tools, metrics, and audit methods to measure AI mentions today.
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