Okareo
Simulate real users. Ship reliable AI agents.
What is Okareo? Complete Overview
Okareo is a comprehensive platform designed to help AI teams build, test, and deploy reliable AI agents. It provides tools for simulating user interactions, evaluating agent behaviors, and ensuring production stability. The platform is ideal for developers and enterprises looking to enhance the reliability and performance of their AI-driven applications. Key functionalities include synthetic user simulation, behavior mapping, automated evaluation in CI/CD pipelines, and production guardrails. Okareo is particularly suited for teams working on agentic AI, RAG (Retrieval-Augmented Generation), and multi-turn conversational agents.
Okareo Interface & Screenshots
Okareo Official screenshot of the tool interface
What Can Okareo Do? Key Features
Synthetic Users
Define synthetic users—Drivers—with context and goals. These Drivers interact with your multi-turn agent to expose unexpected behaviors and edge cases automatically. This feature replaces hours of manual QA with fast, repeatable, automated test runs, significantly reducing the time and effort required for testing.
Behavior Mapping
Okareo doesn’t just run tests—it builds a map of your agent’s behaviors across different scenarios. This map highlights gaps, loops, and dead-ends, enabling your team to fix issues at the root instead of chasing symptoms. This comprehensive view ensures that your AI agents perform reliably in diverse situations.
Automated Evaluation in CI/CD
Run synthetic user simulations on every commit to catch failures early. This feature eliminates the need for manual 'vibe testing' and ensures that your agents are reliable before they reach production. It integrates seamlessly with your existing CI/CD pipeline for continuous improvement.
Production to Development Loop
Pair simulation with Okareo’s error tracking and synthetic data to close the loop between production and development. Production issues trigger new simulations, which generate test cases and data to retrain or fine-tune your models. This results in faster fixes, stronger guardrails, and safer agents.
Fine Tuning Pipeline
Okareo provides tools for fine-tuning your AI models based on real-world interactions and synthetic data. This ensures that your models are optimized for reliability and precision, reducing errors and improving user satisfaction.
Best Okareo Use Cases & Applications
Agentic AI Development
Okareo is ideal for teams developing agentic AI systems. By simulating user interactions and mapping behaviors, developers can identify and fix issues before deployment, ensuring reliable performance in real-world scenarios.
RAG (Retrieval-Augmented Generation)
For applications using RAG, Okareo helps evaluate the accuracy and reliability of generated responses. Synthetic users can test the system’s ability to retrieve and generate relevant information, highlighting areas for improvement.
Multi-turn Conversational Agents
Okareo’s multi-turn simulation capabilities are perfect for testing conversational agents. Developers can ensure that their agents handle extended dialogues effectively, avoiding loops or dead-ends.
How to Use Okareo: Step-by-Step Guide
Sign up for a free account on Okareo’s website. No credit card is required to get started with the basic features.
Define synthetic users (Drivers) by specifying their context and goals. These Drivers will simulate real user interactions with your AI agent.
Run automated simulations to test your agent’s behavior across various scenarios. Okareo will generate a detailed map of your agent’s performance, highlighting any issues.
Integrate Okareo with your CI/CD pipeline to run evaluations on every commit. This ensures continuous monitoring and early detection of potential failures.
Use the insights from simulations and error tracking to fine-tune your models and improve agent reliability. Repeat the process to maintain high performance.
Okareo Pros and Cons: Honest Review
Pros
Considerations
Is Okareo Worth It? FAQ & Reviews
Yes, Okareo’s error tracking provides observability into your AI agent’s performance, helping you identify and address issues in real-time.
Yes, Okareo offers customizable plans including on-prem or VPC versions for enterprises with specific deployment needs.
Absolutely. Okareo is designed to evaluate and improve RAG systems by simulating user interactions and testing retrieval and generation accuracy.
Yes, Okareo specializes in agentic evaluation, providing tools to simulate and test multi-turn interactions and complex behaviors.
Yes, Okareo’s synthetic user simulation and behavior mapping are ideal for testing and improving chat bots and generative AI models.