SCM

SCM (Sovereign Classification Model) offers a family of open-weight models designed for precise text-based decision-making. Key capabilities include: * Transforms text and a question into answer probabilities * Supports multiple answer types: choice, yes/no, or score * Completely self-hostable with no external API calls or per-use billing * Provides full transparency: open weights, source data, and licenses published * Available in three sizes: 1.7B, 4B, and 14B parameters This platform allows organizations to perform classification tasks without concerns about data privacy or recurring operational costs. By providing direct access to model weights and training data, SCM enables complete auditing and understanding of model behavior. It is built on Qwen3-Base models and includes a benchmark-overlap audit to ensure integrity. SCM is ideal for developers and enterprises requiring robust, auditable decision models for sensitive data or environments where internet connectivity is limited. It's particularly useful for internal applications in compliance, content moderation, or any scenario demanding precise, verifiable text classification and decision support. The focus on self-hosting ensures data remains within your infrastructure, providing full control and security.