Dottxt is a developer tooling company focused on structured generation for Large Language Models. Its flagship library, 'Outlines', forces LLMs to generate output that strictly adheres to defined schemas like JSON or Regex. This reliability ensures that AI models can be safely integrated into production software pipelines without the risk of breaking downstream code due to malformed outputs. This technology addresses critical bottlenecks in computational efficiency and data governance, supporting broader industrial automation.