The AI content honeymoon is over. When every company uses the same models on the same data, the output commoditizes: polished, smart-sounding, and functionally identical to everyone else’s. Buyers have gotten good at spotting it, and the new filter is blunt: “this is AI, I don’t need to pay attention.” Attention now goes to the…
An AI harness is the layer of structure a company builds around a large language model: the prompts, the retrieval system that feeds it real data, the guardrails that keep it on task, and the workflows that connect it to an actual business process, all working together to make a general-purpose model do a specific…
B2B and B2C email response rates are collapsing in 2026. Five things are happening at once: the tracking pixel is dead, buyers research in a “dark funnel” you can’t see, AI-generated outreach volume is triggering AI-powered filters, those filters are quietly rerouting mail to Promotions, and authentication failures (SPF/DKIM/DMARC) are blocking delivery outright. The fix…
