OpenAI ads are starting to look less like an experiment and more like a real performance marketing tool. Conversion optimization is a meaningful step forward, but better query-level insight will determine how useful the platform ultimately becomes.
Read MoreAs platforms become more composable, attribution increasingly depends on understanding how systems communicate, or fail to communicate, across those boundaries. HubSpot CTAs are a good example, particularly pop-up CTAs and embedded lead forms that load inside iFrames.
Read MoreLearn how to build a Google Analytics AI agent using BigQuery and Gemini with this step-by-step guide. Connect GA4 to BigQuery, create unified views, and train an agent to analyze traffic, conversions, and campaign performance—no MCP required.
Read MoreIf you’ve ever tried to use the AI features of Google Analytics, you might have been underwhelmed. While it is possible to connect other AI tools like Claude, the better path is to move your Google Analytics (GA4) data into an environment where a stronger model can work with it more directly and more flexibly. For teams already operating in Google Cloud, that usually means exporting GA4 data to BigQuery and connecting it to Gemini inside Google Cloud Platform.
Read MoreThis guide walks through the 10 most common ways Shopify revenue gets misassigned and what to do about each one. The goal isn’t perfect attribution (it doesn’t exist). The goal is decision-grade attribution: reliable enough to allocate spend confidently and defend the story in a CFO meeting.
Read MoreSmart marketers know that media planning requires a multivariate perspective to understand impact. In this guide, we break down Digital Marketing Attribution, Incrementality, and Media Mix Modeling (MMM) in plain language and show you how to use them in combination for smarter, more resilient decision-making in 2026.
Read MoreCFOs and CMOs alike have a right to be frustrated when they talk about marketing performance. Marketers are often armed with fragmented dashboards and attribution models that make sense internally but don’t translate cleanly into CFO language: net profit, margin, and ROI.
Read MoreFrom “Foundation Models” to “Prompt Engineering,” here’s your 2025 crash course in the jargon shaping AI and machine learning. A rigorously unscientific update from your friends at Deducive.
Read MoreIf you’re spending thousands or millions of dollars on digital ads, your analytics should be airtight. But in reality, most aren’t.
Read MoreIf your company is spending $1 million or more per year (or even approaching that), you should be able to answer this question: “What percentage of our ad spend is truly working — and what is just noise?”
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