350+ models without changing SDK: why developers need an abstraction layer over LLM providers
Just AI
OpenAI
Anthropic
Google/DeepMind
Moonshot AI
DeepSeek
OpenRouter
Яндекс
Caila, a platform by Just AI, offers an abstraction layer that lets developers switch between 350+ LLMs without changing SDK code. By adapting to multiple API formats (OpenAI, Anthropic, Google), it solves vendor lock-in and simplifies integration, billing, and regional access.
Caila, a platform by Just AI, addresses the architectural problem of vendor lock-in when integrating large language models (LLMs) into production. Many teams face issues like price changes, rate limits, model deprecation, or better alternatives from competitors, each requiring a new SDK integration. Caila provides a gateway that accepts requests in popular formats (OpenAI, Anthropic, Google APIs) and automatically converts them for any supported model, allowing developers to switch models by merely changing the model ID. The platform also offers a catalog of over 350 models, including open-source and hosted ones, and simplifies billing and access (e.g., for Russian developers paying in rubles). Examples show that switching from GPT to Claude or any other model requires only an API key and base URL change, while the rest of the code remains identical.
- Сокращения
- SDK = Software Development Kit — набор средств разработки
- LLM = Large Language Model — большая языковая модель
- API = Application Programming Interface — программный интерфейс приложения
- VPN = Virtual Private Network — виртуальная частная сеть
- SSE = Server-Sent Events — события, отправляемые сервером
- gRPC = gRPC Remote Procedure Call — gRPC удаленный вызов процедур
- REST = Representational State Transfer — передача репрезентативного состояния
- ODBC = Open Database Connectivity — открытый интерфейс доступа к базам данных
- JDBC = Java Database Connectivity — интерфейс доступа к базам данных для Java
- AWS = Amazon Web Services — Amazon Web Services
- S3 = Simple Storage Service — простой сервис хранения
- SQL = Structured Query Language — язык структурированных запросов
Source: Habr — хаб ИИ —
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