Topic
AI does not fix a process that does not exist. On top of clean data and a clear flow, though, it does things that were previously unaffordable: classifying every inbound lead, holding a sales conversation at three in the morning, producing creative variants per segment.
This is where we separate the two. What we automate today in real accounts, what is still not worth it, and how the game changes when search answers the question instead of listing links.
Classic SEO competes for the ranking. AEO competes for the citation. What changes when search answers instead of listing links, and the five things that actually move it.
There is no single best AI chatbot, only the one that fits your channel. A practical guide: WhatsApp vs web chat, human handoff, and what to measure first.
A CDP unifies every customer interaction into a single actionable profile. What it actually does, how it differs from a CRM, and the signs your business already needs one.
This is what we do for clients on this front:
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