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Transform Customer Feedback into Actionable Insights with CrewAI and Streamlit | by Alan Jones | Dec, 2024

December 19, 2024
in Artificial Intelligence
Reading Time: 3 mins read
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AI for BI

Construct an AI-powered app to research unstructured suggestions, generate insightful reviews, and create interactive visualizations

Alan Jones
Towards Data Science
Based mostly on Picture by Temel from Pixabay

New AI agent instruments have made automating knowledge evaluation remarkably easy. When mixed with a visualisation platform like Streamlit, it’s a easy job to create a visually compelling enterprise reporting app.

On this tutorial, we’ll concentrate on analysing buyer suggestions. This evaluation and understanding of buyer sentiment are important to make sure merchandise meet expectations and that high quality considerations are addressed. Merchandise perceived as poor high quality merely received’t promote.

Nonetheless, analysing buyer suggestions can contain processing a big quantity of unstructured knowledge — a job that may be daunting. That is the place giant language fashions excel, making it doable to extract significant insights from this knowledge.

Our first step is to make clear the target.

Think about we now have a listing of buyer suggestions messages about merchandise from a web based retailer. Our purpose is to generate an govt report that highlights top-performing merchandise, identifies points with underperforming…

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Tags: ActionableAlanCrewAIcustomerDecFeedbackinsightsJonesStreamlitTransform
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