dottxt

Dottxt provides a platform and libraries for structured generation from large language models, ensuring outputs strictly adhere to JSON schemas, regular expressions, or context-free grammars. The company offers an API for pay-per-token constrained decoding and drop-in replacements for self-hosted inference servers like vLLM and TensorRT-LLM. Its technology serves software engineering teams and inference providers who require reliable, contract-based AI outputs for production applications and agent infrastructure.