Evaluate Your AI Agents Like a Pro
73+ built-in metrics. Automated scoring. Continuous quality assurance. Know your agents are production-ready.
Traditional metrics like accuracy are insufficient for AI agents. You need a multi-dimensional approach that measures accuracy, safety, cost-efficiency, and more. Noveum.ai's NovaEval engine provides everything you need to evaluate agents comprehensively and continuously.
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Why Evaluating AI Agents is Hard
Evaluating AI agents is fundamentally different from evaluating traditional software or ML models. Agents are non-deterministic, complex, and often produce novel outputs that don't match any pre-defined 'correct' answer.
Observability Alone is Useless
AI agents can take hundreds of steps per execution. Even running 10 times a day generates 1000+ traces and spans. It's impossible for humans to manually review all this data - you'll miss 90% of errors. This is the biggest hindrance to scaling AI agents. You need automated evaluation that pinpoints exact error locations with reasoning.
Beyond Accuracy
Traditional accuracy is a poor measure for AI agents. An agent might produce an answer that's not in your training set but is still correct, or a technically accurate answer that's not helpful.
The Hallucination Problem
AI agents can confidently produce false information (hallucinations). You need specific metrics to detect and measure hallucinations, not just overall accuracy.
Safety & Compliance
You need to ensure agents don't produce toxic, biased, or non-compliant outputs. This requires specialized evaluation metrics for safety, bias detection, and regulatory compliance.
Cost-Quality Trade-offs
You need to balance quality with cost. A more expensive model might produce better results, but is the improvement worth the extra cost? You need metrics to measure this trade-off.
Eval Makes Observability Actionable
NovaEval doesn't just show you data - it pinpoints the exact traces where errors occur, identifies what went wrong, and provides reasoning for every issue. This is what transforms raw observability into actionable intelligence.
NovaEval: Comprehensive Agent Evaluation
NovaEval is Noveum.ai's powerful evaluation engine, designed specifically for AI agents. It provides 73+ pre-built metrics, custom metric creation, and automated evaluation pipelines.
73+ Pre-Built Metrics
Evaluate every dimension of agent quality with our comprehensive metric library
- Tool Relevancy Scorer
- Task Progression Scorer
- Goal Achievement Scorer
- Role Adherence Scorer
- Coherence Scorer
- Empathy Scorer
- User Satisfaction Scorer
- Persona Adherence Scorer
- Faithfulness Scorer
- Context Relevancy Scorer
- Answer Correctness Scorer
- Context Recall Scorer
- Toxicity Detection Scorer
- Bias Detection Scorer
- PII Detection Scorer
- Response Safety Scorer
- Factual Accuracy Scorer
- Claim Verification Scorer
- Groundedness Scorer
- Context Faithfulness Scorer
- Information Density Scorer
- Clarity & Coherence Scorer
- Technical Accuracy Scorer
- Citation Quality Scorer
73+ Pre-Built Metrics
Start evaluating immediately with our comprehensive library of metrics covering accuracy, safety, RAG performance, and cost efficiency.
- Accuracy metrics: correctness, similarity, relevancy
- Safety metrics: toxicity, bias, PII detection
- RAG metrics: faithfulness, context recall, groundedness
LLM-as-Judge
Use AI to evaluate AI. Define evaluation criteria and let an LLM judge complex qualities that traditional metrics can't measure.
- Evaluate subjective qualities like helpfulness
- Custom criteria for domain-specific evaluation
- More nuanced than traditional binary metrics
Custom Scorers
Create domain-specific evaluation logic using Python. Go beyond pre-built metrics with scorers tailored to your exact use case.
- Python-based custom evaluation functions
- Domain-specific business rule checks
- Integration with your existing test frameworks
Automated Evaluation Pipelines
Set up continuous evaluation that runs automatically on production data or test datasets. Get alerts when quality drops.
- Define quality gates and thresholds
- Automatic triggers based on request volume
- Real-time alerts for quality regressions
Why Teams Choose NovaEval
NovaEval provides comprehensive agent evaluation that goes beyond traditional testing.
Comprehensive Quality Assurance
Evaluate agents across all dimensions of quality, not just accuracy. Ensure agents are safe, compliant, cost-effective, and performant.
Faster Quality Gates
Set up automated quality gates that ensure agents meet your standards before deployment. Catch regressions early and prevent bad code from reaching production.
Data-Driven Decision Making
Use evaluation data to make informed decisions about model selection, prompt optimization, and tool improvements. Move from guessing to knowing.
Continuous Improvement
Use production data to create evaluation datasets and continuously improve your agents. Identify failure patterns and create test cases to prevent regressions.
Regulatory Compliance
Demonstrate to regulators and auditors that your agents are evaluated, monitored, and compliant with regulations. Use evaluation reports as evidence of responsible AI practices.
Stop Guessing, Start Knowing
With NovaEval, you don't have to wonder if your agents are production-ready. You know for certain, backed by comprehensive metrics and continuous evaluation.
How NovaEval Works
Get started with comprehensive agent evaluation in four simple steps.
Automatic Dataset Creation
Datasets are automatically created from your production traces using AI-powered ETL jobs. No manual data collection needed.
Select Scorers
Choose from 73+ scorers to enable, or let NovaPilot recommend the best scorers for your use case automatically.
Setup Eval Jobs
Configure evaluation jobs to run daily, weekly, or on certain thresholds. Set up continuous quality monitoring.
Get Detailed Reports
Receive comprehensive reports from NovaPilot with identified problems, recommended fixes, and actionable insights.
Evaluation Workflow
The NovaEval workflow is designed for both one-time evaluation and continuous monitoring. Here's what happens when you run an evaluation:
- 1Traces are processed and datasets created automatically
- 2NovaPilot recommends or you select scorers
- 3Eval jobs run on your configured schedule
- 4NovaPilot delivers detailed reports with fixes
How Teams Use NovaEval
See how organizations use NovaEval to ensure agent quality in production.
Pre-Production Quality Gates
Evaluate new agent versions before deployment. Run comprehensive evaluation suites and ensure all quality metrics are met before rolling out.
Example: A fintech company requires 95% accuracy and 0% toxicity before any agent update goes live.
Model Selection
Compare multiple models (GPT-4, Claude, etc.) on your specific use case. Run identical evaluations and choose the best performer.
Example: A legal tech startup compares 5 LLMs and finds Claude performs 15% better on legal reasoning tasks.
Prompt Optimization
Test multiple prompt variations systematically. Evaluate each version and identify which produces the best results.
Example: An e-commerce company tests 10 prompt variations and improves customer satisfaction by 23%.
Regression Detection
Monitor agent quality continuously in production. Run automated evaluations and get alerted when quality drops below thresholds.
Example: A healthcare platform detects a 5% accuracy drop within hours and rolls back before users are affected.
Part of the Noveum.ai Ecosystem
NovaEval integrates seamlessly with tracing and AutoFix for a complete observability and improvement loop.
The Continuous Improvement Loop
Trace
Capture behavior
Evaluate
Measure quality
AutoFix
Get recommendations
Improve
Apply & repeat
Traces capture agent behavior, evaluation measures quality, AutoFix analyzes failures and recommends improvements. Apply fixes and repeat.
Why NovaEval Stands Out
vs. Braintrust
Braintrust is evaluation-focused only.
NovaEval integrates evaluation with tracing and AutoFix for complete observability.
vs. DeepEval
DeepEval is an open-source library requiring self-management.
NovaEval is a managed platform with 73+ metrics and automated pipelines.
vs. Custom Solutions
Building custom evaluation is time-consuming and error-prone.
NovaEval provides battle-tested, pre-built metrics that work out of the box.
Start Evaluating Your Agents Today
Stop guessing about agent quality. Know for sure. Start evaluating with NovaEval and ensure your agents are production-ready.
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