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Consumer Brand·3 months·2023

Brand Sentiment Monitoring Dashboard

Impact50K+ daily mentions tracked
Coverage50K+/day
Sentiment Accuracy89%
Alert Speed<5 min
Brand Sentiment Monitoring Dashboard

Overview

Built a brand monitoring platform that tracks and analyzes social media mentions across Twitter, Reddit, and news sources. The system provides real-time sentiment scores and automated alerting for reputation management.

The Challenge

The brand had no visibility into customer sentiment on social media, often learning about PR crises after they had already escalated.

The Solution

Implemented streaming ingestion from social APIs, fine-tuned BERT models for sentiment classification, and built dashboards with anomaly detection for early warning of sentiment shifts.

Key Results

  • Tracking 50K+ mentions daily

  • 89% sentiment classification accuracy

  • <5 minute alert latency for crises

Tech Stack

PythonTransformersApache KafkaElasticsearchGrafanaTwitter APIReddit API

Categories

NLPSentimentSocial MediaReal-time