Test and debug AI agents - AI tools

Okareo provides error discovery and evaluation tools for AI agents, enabling faster iteration, increased accuracy, and optimized performance through advanced monitoring and fine-tuning.

• Freemium
• From 199$

Flow AI accelerates AI agent development by providing continuously evolving, validated test data grounded in real-world information and refined by domain experts.

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Relari offers a contract-based development toolkit to define, inspect, and verify AI agent behavior using natural language, ensuring robustness and reliability.

• Freemium
• From 1000$

Agentic.AI is a specialized platform that helps game developers create and deploy AI agents for testing, player engagement, and game analysis, offering scalable solutions for both testing and live gameplay environments.

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AgentOps is a comprehensive developer platform that enables testing, debugging, and deployment of AI agents with support for 400+ LLMs, Crews, and AI agent frameworks.

• Freemium
• From 40$

Benchx offers a platform to create custom evaluation datasets and run AI agent tests in managed sandboxed environments, providing deep performance insights.

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TestDriver utilizes AI QA Agents to automate code testing, generate tests, fix broken tests, and improve coverage, leading to faster QA cycles and reduced bugs.

• Freemium

Maxim is an end-to-end evaluation and observability platform designed to help teams ship AI agents reliably and more than 5x faster.

• Paid
• From 29$

Skylight employs AI agents to visually test web applications by simulating user interactions, enabling automated QA and early bug detection without brittle selectors.

• Freemium
• From 40$