What AI says about Outlines
Outlines is a software product that allows developers to specify output types to ensure large language models generate structured data.
AI calls itpopular,prominent,most popular,open-source,structured generation
Since Jul 5Updated Nov 14, 2026Based on 26,805 AI answers
Reviewed by Dimitry Apollonsky
<1%
of AI answers about Outlines and its rivals · since Jul 5
Based on 26,805 AI answers
- ChatGPT<1%
- Google AI Mode<1%
How often AI mentions Outlines
of AI answers about Outlines and its rivals
- · ChatGPT switched to GPT-6 Luna
Markets where AI mentions Outlines
Questions and answers
- Most mentionedMentioned in
- I am struggling to prompt models effectively to follow complex JSON schemas. Who offers tools that force constrained output decoding?on this questionOutlines is the most-mentioned brand100%
Excerpts where Outlines appeared in the AI's answer
- How can I parse thousands of contracts into structured fields with AI?on this questionOpenAI shares the lead for mentions with 3 more3%
Excerpts where Outlines appeared in the AI's answer
Outlines in AI answers
I am struggling to prompt models effectively to follow complex JSON schemas. Who offers tools that force constrained output decoding?
Sites AI cites
- 29%
- Learning to Generate Structured Output with Schema Reinforcement Learning (opens in a new tab) · 16%
- [2501.10868] JSONSchemaBench: A Rigorous Benchmark of Structured Outputs for Language Models (opens in a new tab) · 3%
- Empirical Study for Structured Output Control in LLMs for Software ... (opens in a new tab) · 3%
- Flexible, Model-Agnostic Method for Materials Data Extraction from Text Using General Purpose Language Models (opens in a new tab) · 2%
- Program Slicing in the Era of Large Language Models (opens in a new tab) · 2%
- Generating Structured Outputs from Language Models: Benchmark and Studies (opens in a new tab) · 2%
- Generative AI and the Transformation of Software Development Practices (opens in a new tab) · 2%
- 8%
- Taming LLMs: How to Get Structured Output Every Time (Even for Big Responses) - DEV Community (opens in a new tab) · 5%
- Text2Topic (opens in a new tab) · 2%
- CodeCraft IDE: An Open Source Platform for Interpretation, Conversion and Modernization of Legacy Systems in Informix 4GL (opens in a new tab) · 2%

