io focuses on providing automated evaluation methods for AI system outputs. The platform is designed to help users define and run 'evals', which are described as automated checks on AI outputs, ranging from simple keyword matching to more advanced approaches such as using large language models as judges. These evaluations function as exam questions for AI systems, enabling users to verify proof-of-concept progress, maintain quality over time, and reduce the need for manual checking.
The tool is positioned for a broad audience, including software engineers, product managers, scientists with or without coding backgrounds, and non-technical founders. io aims to support organizations in maintaining control and reducing risk when deploying or experimenting with AI tools. The platform emphasizes that evals can be used effectively even by those without deep coding expertise, helping users move quickly without sacrificing reliability or confidence in their AI experiments.
io is accessible as a web-based service.
AI-Evals is a LLM eval & observability product. It enables users to reliably evaluate and compare AI system outputs without manual checking. AI-Evals is a B2B product aimed at software engineers. AI-Evals is free to use. AI-Evals is available on the web.
AI-Evals first shipped in 2026. The project is developed in the open on GitHub with 4 commits in the last 90 days. Among its 5 catalogued features are automated evaluation, output comparison, and custom evals.
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