Real-Time Data Pipeline at APPLSIP
Our Architecture: Databricks + Bedrock + Mistral Our backend uses a real-time pipeline built on Databricks for orchestration, AWS Bedrock for scalable inference, and Mistral LLMs for m
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What You Need to Know About Sentiment Intelligence
What Is Sentiment Intelligence? Sentiment Intelligence is the process of decoding emotions, intent, and urgency from unstructured user feedback — at scale. Instead of just tagging a review as
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How a SaaS Product Team Reduced Churn by 18% Using Sentiment Intelligence
The Problem A fast-growing SaaS startup offering collaboration tools noticed high churn among users within the first 90 days. Surveys showed decent satisfaction, but retention kept slipping — espe
Read More EdTech: Catching Student Churn Through Sentiment
The EdTech Churn Challenge Most EdTech platforms lose students silently — especially those who feel left behind, confused, or unmotivated. But their emotions are often buried in feedback forms, ch
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