Tracking Traffic and Conversions From AI Shopping Channels in GA4
Set up GA4 channels to measure AI shopping traffic separately.
Nikolaj Vestergaard
Shelf Signal
AI-Powered Upsell and Cross-Sell Timing on DTC Storefronts
AI reads shopper behavior to decide when upsells help rather than interrupt.
Diego Salcedo-Fuertes
Personalized Product Recommendations on Shopify Without a Custom Build
Shopify apps now handle product recommendations without custom code.
Taryn Mwelwa
First-Party Data and AI Personalization After Third-Party Cookie Deprecation
First-party data and AI tools now outperform the cross-site tracking they replace.
Priya Anantharaman
Dynamic Product Page Personalization for Returning Shoppers
AI-compressed shopping requires product pages that adapt to what returning customers already know.
Nikolaj Vestergaard
Measuring True Incrementality of AI Personalization Campaigns
Platform attribution systematically overstates AI personalization's true revenue impact.
Taryn Mwelwa
AI Personalization vs Email Segmentation for DTC Revenue
AI and email work different stages of the customer journey.
Priya Anantharaman
AI Shopping Assistant Accuracy and Hallucination Risks in E-Commerce
A fresh data problem disguised as an AI accuracy issue.
Nikolaj Vestergaard
AI-Assisted Size and Fit Recommendations for Apparel DTC Brands
AI-powered size matching slashes returns by fixing fit uncertainty before shoppers even buy.
Taryn Mwelwa
Post-Purchase AI Conversations and Repeat Revenue for DTC Brands
AI agents can drive repeat purchases by answering customer questions when they matter most.
Taryn Mwelwa
Measuring AI Sales Agent Revenue Attribution Honestly
Current tracking systems can't see AI agent sales, hiding the channel's actual revenue performance.
Diego Salcedo-Fuertes
Gorgias and AI Agent Integration for DTC Support and Sales
Shopping assistants and AI deflection are collapsing the conversation and sale into one moment.
Diego Salcedo-Fuertes