CATALYST

Ship reliable LLM, RAG, and agentic apps with confidence

Catalyst automates evaluation, traces failures, flags safety and cost risks, and continuously improves models by taking actions through feedback RL.

More than 40,000 teams use RagaAI platform

40%

Faster Debug Cycles

Faster Debug Cycles

75%

Fewer Production Issues

99%

Evaluation Consistency

Agentic Testing

Agentic Testing, Simplified: Debug, Optimize & Scale with Confidence

Comprehensive Trace Logging

Gain full transparency by logging LLM calls, user chats & tools. Drill down into spans to pinpoint issues & optimize workflows.

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Evaluation for Each Step of Your Agent

Evaluate all steps - planning quality, memory retention, tool integration, goal fulfilment, & standard quality/safety checks.

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Enterprise Grade Experiment Management

Manage experiments in structured projects with detailed run overviews, comparisons, and customizable analytics.

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Dashboard showing comprehensive trace logging with LLM calls, user chats, and tool interactions. Includes trace details like itinerary generator, flight search, cost, token usage, and evaluation metrics such as jailbreak and hallucination checks.

Comprehensive Trace Logging

Gain full transparency by logging LLM calls, user chats & tools. Drill down into spans to pinpoint issues & optimize workflows.

Learn More

Evaluation for Each Step of Your Agent

Evaluate all steps - planning quality, memory retention, tool integration, goal fulfilment, & standard quality/safety checks.

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Enterprise Grade Experiment Management

Manage experiments in structured projects with detailed run overviews, comparisons, and customizable analytics.

Learn More

Dashboard showing comprehensive trace logging with LLM calls, user chats, and tool interactions. Includes trace details like itinerary generator, flight search, cost, token usage, and evaluation metrics such as jailbreak and hallucination checks.

Comprehensive Trace Logging

Gain full transparency by logging LLM calls, user chats & tools. Drill down into spans to pinpoint issues & optimize workflows.

Learn More

Evaluation for Each Step of Your Agent

Evaluate all steps - planning quality, memory retention, tool integration, goal fulfilment, & standard quality/safety checks.

Learn More

Enterprise Grade Experiment Management

Manage experiments in structured projects with detailed run overviews, comparisons, and customizable analytics.

Learn More

Dashboard showing comprehensive trace logging with LLM calls, user chats, and tool interactions. Includes trace details like itinerary generator, flight search, cost, token usage, and evaluation metrics such as jailbreak and hallucination checks.

Feedback RL through action steps

Continuously improve agent behavior through reinforcement learning that acts on evaluation feedback

12+ agent eval metrics

12+ agent evaluation metrics

Evaluate every layer of agent performance — from intent resolution to tool calls and response accuracy

LLM Response Testing

Test, Trace, and Tune Every LLM Response with RagaAI Catalyst

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Guardrails

RagaAI Guardrails: Secure, Reliable LLM Outputs

  • Context-aware for reliable responses

  • Context-aware for reliable responses

  • Context-aware for reliable responses

  • Real-time protection against hallucinations and many metrics

  • Real-time protection against hallucinations and many metrics

  • Real-time protection against hallucinations and many metrics

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Prompt Playground

Optimize LLM Testing with Speed and Precision

  • Test and refine prompts fast with feedback & versioning.

  • Test and refine prompts fast with feedback & versioning.

  • Test and refine prompts fast with feedback & versioning.

  • Analyse & optimize prompt performance with evaluation tools.

  • Analyse & optimize prompt performance with evaluation tools.

  • Analyse & optimize prompt performance with evaluation tools.

  • Compare multiple LLMs & Configurations to find the best fit.

  • Compare multiple LLMs & Configurations to find the best fit.

  • Compare multiple LLMs & Configurations to find the best fit.

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Finetuning

Create Tailored Evaluation Metrics with Precision and Power

  • Correct platform-generated metric scores directly in the UI.

  • Correct platform-generated metric scores directly in the UI.

  • Correct platform-generated metric scores directly in the UI.

  • Use corrections to create few-shot explanations for LLMs.

  • Use corrections to create few-shot explanations for LLMs.

  • Use corrections to create few-shot explanations for LLMs.

  • Create annotation queues for seamless review & collaboration.

  • Create annotation queues for seamless review & collaboration.

  • Create annotation queues for seamless review & collaboration.

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Synthetic Data Generation

Transform Dataset Creation with Synthetic Data

  • Build datasets with unmatched accuracy.

  • Build datasets with unmatched accuracy.

  • Build datasets with unmatched accuracy.

  • Seamlessly integrate with your database and build datasets

  • Seamlessly integrate with your database and build datasets

  • Seamlessly integrate with your database and build datasets

  • Scale effortlessly with advanced AI models.

  • Scale effortlessly with advanced AI models.

  • Scale effortlessly with advanced AI models.

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Custom Metrics

Create Tailored Evaluation Metrics with Precision and Power

  • Use system prompts & Python logic to define custom checks.

  • Use system prompts & Python logic to define custom checks.

  • Use system prompts & Python logic to define custom checks.

  • Deploy custom metrics on-platform for dataset evaluation.

  • Deploy custom metrics on-platform for dataset evaluation.

  • Deploy custom metrics on-platform for dataset evaluation.

  • Improve metrics using human feedback & few-shot examples.

  • Improve metrics using human feedback & few-shot examples.

  • Improve metrics using human feedback & few-shot examples.

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Frequently Asked Questions

What does Catalyst do?

Catalyst automates evaluation, traces failures, flags risks, and takes actions through Feedback RL to improve model performance.

How is Catalyst different from Prism?

What is Feedback RL?

Can Catalyst handle multiple agents?

What does Catalyst do?

Catalyst automates evaluation, traces failures, flags risks, and takes actions through Feedback RL to improve model performance.

How is Catalyst different from Prism?

What is Feedback RL?

Can Catalyst handle multiple agents?

What does Catalyst do?

Catalyst automates evaluation, traces failures, flags risks, and takes actions through Feedback RL to improve model performance.

How is Catalyst different from Prism?

What is Feedback RL?

Can Catalyst handle multiple agents?

Cta Shape

Get Started

Join 5,000+ companies growing with RagaAI

Evaluate all stages of Agentic AI workflows and deploy with confidence.

Build Better Agents

Cta Image
Cta Image

Get Started

Join 5,000+ companies growing with RagaAI

Evaluate all stages of Agentic AI workflows and deploy with confidence.

Build Better Agents

Cta Image
Cta Image
Cta Shape

Get Started

Join 5,000+ companies growing with RagaAI

Evaluate all stages of Agentic AI workflows and deploy with confidence.

Build Better Agents

Cta Image
Cta Image