An App Chain that addresses three critical challenges in sentiment analysis: survivorship bias from deleted or modified social media posts, privacy concerns restricting access to data containing personally identifiable information, and data conversion complexity in transforming text into deterministic numerical representations. The blockchain structure utilizes Merkle Trees to secure embedding matrices of verified sentiment data.