specific.ai SDK

Specific AI is an automated platform designed for the rapid creation of small, task-specific language models (SLMs) through a process called SLM distillation. The platform addresses the challenge of building production-grade SLMs quickly and efficiently, reducing the typical development time from weeks or months to just days. It is intended for organizations that require many tailored language models for different agentic workflows, and is built to be accessible to internal subject matter experts rather than relying solely on data scientists.

The platform enables users to describe their task in a prompt and provide any available data, whether labeled, unlabeled, or none at all. Specific AI then automates the processes of data scoring, selection, fine-tuning, hyperparameter optimization, and validation. Typically, only one to three iterations are needed to achieve a model quality that matches or exceeds that of a large language model (LLM). The resulting SLMs are significantly smaller—often 1,000 to 10,000 times smaller than their LLM counterparts—and can be run on CPUs, which reduces both cost and reliance on scarce GPU resources. These small models also offer advantages in speed, with lower latency suitable for real-time applications, and enhanced security by supporting deployment on private cloud or edge devices.

Specific AI is designed so that domain experts, who best understand the needs of their organization's agentic workflows, can directly participate in SLM creation. This approach frees up data scientists to focus on more complex tasks and helps ensure that the resulting models are well-aligned with business requirements. The platform can deploy distilled models via its own interface and allows for self-hosting or downloading for use on users' inference systems. It also automatically selects the most appropriate models for each SLM, optimizing for performance and fit.

As a specialized SLM distillation platform, Specific AI targets enterprises seeking to scale the deployment of small, efficient, and tailored language models for production use.