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What is Patronus AI?

Patronus AI is a research lab focused on the data and simulations that frontier AI models learn from. Its main offering is a catalog of reinforcement learning environments covering software engineering, computer use, customer service, and finance, each built to reflect how real applications behave rather than idealized versions of them. Agents receive tasks inside these simulated applications and are scored with reward signals, giving AI labs a way to improve performance on long, multi-step workflows. The company is also developing Digital World Models, which predict the behavior of digital environments and allow training environments to be generated at scale instead of being built one at a time by hand. These environments and models support the post-training and evaluation of AI agents that operate in software.

What is AfterQuery?

AfterQuery functions as an innovative research platform designed to create high-quality training datasets for advanced artificial intelligence models by mimicking the thought processes of experienced professionals as they analyze, reason, and solve problems within their areas of expertise. By transforming real-world work situations into structured datasets, it offers insights that go beyond simple outputs, integrating complex decision-making, trade-offs, and contextual reasoning that typical data from the internet often overlooks. The platform engages closely with subject matter experts to generate supervised fine-tuning data, which encompasses prompt-response pairs alongside thorough reasoning paths, as well as reinforcement learning datasets that feature meticulously crafted prompts and evaluation frameworks translating subjective assessments into scalable rewards. Additionally, it constructs tailored agent environments using a variety of APIs and tools, which support the training and assessment of models within realistic workflows while meticulously tracking computer usage patterns that reveal how users interact with software in a detailed, sequential manner. This comprehensive methodology guarantees that the produced data not only embodies expert insights but is also versatile for numerous applications in the constantly evolving field of artificial intelligence, ultimately fostering better model performance and understanding. By bridging the gap between expert knowledge and AI training, AfterQuery positions itself as a pivotal player in the development of smarter, more capable AI systems.

Media

Media

Integrations Supported

Integrations Supported

Model Context Protocol (MCP)

API Availability

Has API

API Availability

Has API

Pricing Information

Custom pricing based on project scope. Contact Patronus AI to discuss.

Pricing Information

Pricing not provided

Supported Platforms

SaaS
On-Prem

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

Patronus AI

Date Founded

2023

Company Location

United States

Company Website

www.patronus.ai/

Company Facts

Organization Name

AfterQuery

Date Founded

2025

Company Location

United States

Company Website

www.afterquery.com

Categories and Features

Artificial Intelligence

Machine Learning
Natural Language Processing

Categories and Features

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