Traditional approaches waste precious development cycles on parsing and validating LLM outputs. .txt's products make data flow seamlessly through your system by providing complete control over LLMs' outputs.

Our products ensure LLMs consistently generate outputs matching any JSON Schema, regular expression, or grammar—without significant overhead.