for audience segmentation, message testing, and risk or opportunity assessment. Use cases span marketing and brand strategy, customer experience, healthcare communications, financial research, and public affairs. Services cover data ingestion, analytics, and tailored reporting through dashboards and deliverables that support day-to-day decisions. Clients apply these insights to monitor shifting sentiment, design interventions, and measure the impact of campaigns over time.