AI in Marketing
Reinforcement Learning Is Now Running Your Ad Bids
Reinforcement learning quietly powers Smart Bidding, Meta ranking and DSP optimisation. Here's how the loop works, and where it fails advertisers.
Meta Ads.
AI in Marketing
Why LSP, A Coding Protocol From 2016, Runs Your Ad Stack
The Language Server Protocol turned 10 and quietly became the blueprint for MCP - the layer now carrying Google, Meta and X ad automation. Here's why it matters.
Digital Marketing
Social Overtakes Search: What the $117.7B Shift Means
US social ad revenue hit $117.7B in 2025, passing search for the first time. Here's what the automation, measurement and creator shifts mean for your budget.
AI in Marketing
AI Marketing Explained: Three Layers Every Marketer Must Know
AI marketing splits into three layers: prediction, generation and agents. Here's what the adoption data, protocols and EU rules mean for your campaigns.
Digital Marketing
Lookback Windows: The Setting Quietly Steering Your Ads
Lookback windows decide which ads get credit and what your bidding algorithm learns. Here's how Google, Meta and Amazon differ in 2026 - and what to fix.
