https://dynamicad.ai/insights Field notes from Dynamic Ad on AI marketing operations, attribution, and the operator playbook. Subscribe to receive every article as it ships. en-us Thu, 23 Apr 2026 10:00:00 GMT 60 noreply@dynamicad.ai (Dynamic Ad) noreply@dynamicad.ai (Dynamic Ad) https://dynamicad.ai/images/logo.svg https://dynamicad.ai 144 32 https://dynamicad.ai/insights/last-click-is-lying https://dynamicad.ai/insights/last-click-is-lying How last-click attribution inflates retargeting ROAS and under-credits prospecting. A worked example (illustrative, not client data) plus a 3-step sanity check. Amit Harari Amit Harari 2026-04-23T10:00:00.000Z Thu, 23 Apr 2026 10:00:00 GMT attribution analytics measurement last-click https://dynamicad.ai/insights/creative-iteration-velocity https://dynamicad.ai/insights/creative-iteration-velocity The metric that predicts long-term ad performance: how many creative variants you test per week per ad set, and why most teams are running blind. Amit Harari Amit Harari 2026-04-02T10:00:00.000Z Thu, 02 Apr 2026 10:00:00 GMT creative-testing performance-marketing kpi ad-creative https://dynamicad.ai/insights/agency-labor-cost-trap https://dynamicad.ai/insights/agency-labor-cost-trap Traditional agencies are priced like software but built on labor. AI changes the cost structure by an order of magnitude. And the math compounds over time. Amit Harari Amit Harari 2026-03-12T10:00:00.000Z Thu, 12 Mar 2026 10:00:00 GMT ai-marketing agency-model performance-marketing cost-structure