For all the data that AI systems continually amass and analyze, enterprise AI agents often suffer from a curious shortcoming: a lack of knowledge. More than data, knowledge is the understanding of what the data means in the context of individual organizations. AI agents need this understanding to reason about situations, make decisions, and ultimately…
As AI-powered search rapidly changes how consumers discover and validate businesses, we’re entering a new era where authority, third-party credibility and trusted digital signals matter more than follower counts alone.
What looks like “moving fast” in early-stage companies is often disguised misalignment — and fixing it early is what allows teams to actually accelerate later.