This means the early stages of buying, already difficult to track, are becoming even quieter. Not only are fewer signals left behind, but fewer opportunities exist to engage buyers during the research phase, when they are still forming their view of the market.
As AI compresses early-stage research, that evaluation window is getting shorter. The opportunity to shape perception has largely passed before the conversation even begins, which means influence needs to happen before visible intent appears, so that familiarity and credibility can build over time.
Attribution is becoming harder too. When buyers are influenced by AI-generated answers or third-party content, that activity often falls outside owned channels, making it difficult to see what actually shaped their thinking and connect marketing activity to the pipeline.