Text, Topic and Sentiment Analysis
Understand What People Say and Mean
Extract meaning, detect emotion, and track themes across feedback, documents, and digital channels.
Why Text, Topic and Sentiment Analysis
Most insight hides in text. Find it, organize it, and use it.
How ShamsAI helps
- Ingest and normalize text from many sources
- Classify, extract, and detect topics and sentiment
- Summarize and route to the right teams and systems
- Measure impact and close the loop
Business Outcomes
Hear the voice of patients, providers, and partners with clarity.
- Detect safety and quality signals early
- Understand unmet needs and content gaps
- Improve support with faster, clearer answers
- Inform medical, safety, and service priorities
Use Cases
- Voice of customer and stakeholder analytics
- Safety and quality monitoring across channels
- Content feedback and research synthesis
- Team and executive briefings
Benefits
- Faster insight from unstructured data
- Lower manual effort and bias
- Better decisions with broader context
- Continuous learning across teams
We will help you turn text into advantage.