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Collaborative Filtering

Meaning ● Collaborative filtering, in the context of SMB growth strategies, represents a sophisticated automation technique. It leverages user data, often purchase histories or product ratings, to predict preferences and offer tailored recommendations. For example, an e-commerce SMB can implement collaborative filtering to suggest products based on what similar customers have bought, driving sales. Applying such approaches can streamline marketing efforts. By automating personalized product suggestions, small to medium sized enterprises (SMBs) are empowered to scale customer engagement. Consider an SMB deploying collaborative filtering to automate targeted email campaigns; this focuses the budget on potentially high-return clients. Essentially, collaborative filtering, when implemented correctly, enables smaller businesses to create a sense of personalized service. That personal touch has the power to increase revenue. It is also possible to see reductions in marketing spend because the business is only speaking to potential customers most like to buy the product.