Why AI Fails on Bad B2B Data

AI is moving fast in sales and marketing. It promises speed, automation, and scale. But AI doesn’t create truth. It depends on it. When AI is applied to messy CRM data, mistakes become visible quickly. Messages reference the wrong role. Outreach goes to people who left months ago. Personalization feels careless instead of thoughtful. This […]