Galuba & Tofote Consulting PartG pioneered swarmsoft®, a project leveraging AI to analyze genuine user opinions on social media across various key topics. Their mission centers on collecting, processing, and categorizing user posts to provide companies with actionable insights. This comprehensive analysis allows businesses to tailor strategies closely aligned with user preferences, facilitating focused market research. From inception, a specialized team blending software development and artificial intelligence collaborated closely with the client to transform this vision into a robust solution. Key efforts included building models using IBM Watson Knowledge Studio, manual and automated data annotation, emotion detection via Watson Natural Language Understanding, and integrating IBM services within a Docker-based NodeRed prototype environment. This meticulous approach led to compelling results, demonstrating