
I wired an AI system into a real flower shop to see why so many AI projects collapse under real constraints. This article shows how Model Context Protocol fixed AI decisions by grounding an LLM in intent, behavior, inventory, and revenue instead of prompts and theory.

AI change risk rarely announces itself through broken dashboards or sudden traffic loss. It hides inside familiar language, stable metrics, and the comforting belief that nothing fundamental has changed. As AI-driven discovery reshapes how information gets selected, validated, and surfaced, SEO teams face a new risk layer. Visibility decisions now happen before human clicks, often…

In 2025, SEO success requires more than ranking on Google. Search behavior now spans platforms like Reddit, YouTube, TikTok, LinkedIn, and AI assistants, each with unique algorithms and audience habits. This guide breaks down the rise of multi-platform search, shows how to track performance across ecosystems, and explains the tactics that win visibility — no…