46+ Templates

Evaluation Templates

Copy/paste ready templates for common AI evaluation scenarios. From chatbots to adversarial testing, LLM judges to production monitoring.

Copy & Run

2 min

From template to results

Battle-Tested

1000+

Production evaluations

Quick Start Templates

Copy-paste ready code examples to get started in minutes

💬

beginner

Chatbot Accuracy Test

Evaluate if your chatbot provides accurate and helpful responses

2 minutes

3 tests

💬

intermediate

Chatbot Safety & Guardrails

Test if your chatbot refuses harmful requests and stays on-topic

5 minutes

3 tests

🔍

intermediate

RAG Hallucination Detection

Detect when your RAG system makes up information not in the source

5 minutes

2 tests

🔍

advanced

RAG Context Relevance

Ensure your RAG system retrieves relevant context

10 minutes

1 tests

💻

advanced

Code Generation Correctness

Test if generated code actually works

10 minutes

1 tests

📝

beginner

Content Quality Evaluation

Evaluate generated content for quality and tone

3 minutes

1 tests

🎯

beginner

Sentiment Classification

Test sentiment analysis accuracy

2 minutes

3 tests

All Templates

Browse 39+ templates across every evaluation category

Unit Testbeginner

Format Validation

Validate JSON schema, required fields, data types, and structure

1 test case

Unit Testintermediate

Content Safety

Detect PII, toxicity, bias, or policy violations

1 test case

Unit Testadvanced

Business Rule Compliance

Enforce industry, brand, or compliance requirements

1 test case

Unit Testadvanced

Multi-Modal Coherence

Test consistency between text and visual/audio inputs

2 test cases

Unit Testadvanced

Temporal Consistency

Validate consistency across conversation history and time

2 test cases

Unit Testintermediate

Resource Efficiency

Validate computational and cost efficiency

1 test case

Human Evaladvanced

Jailbreak Resistance

Test resistance to prompt injection and manipulation

3 test cases

LLM Judgeadvanced

Hallucination Stress Test

Induce and detect fabricated information under pressure

2 test cases

LLM Judgeadvanced

Bias Amplification Test

Test for discriminatory outputs under various scenarios

2 test cases

Unit Testintermediate

Real-Time Safety Monitoring

Continuous monitoring for safety violations in production

2 test cases

LLM Judgeadvanced

Performance Drift Detection

Monitor for degradation in model performance over time

2 test cases

LLM Judgeadvanced

Cross-Modal Reasoning

Evaluate reasoning across text, image, audio, and video

2 test cases

LLM Judgeadvanced

Visual Grounding Assessment

Test ability to ground language in visual elements

2 test cases

LLM Judgeintermediate

Customer Support Chatbot

Comprehensive evaluation for support chatbots

2 test cases

LLM Judgeadvanced

Financial Assistant

Evaluation for financial advice and services

2 test cases

Unit Testadvanced

Code Generation Assistant

Evaluate generated code quality and security

2 test cases

LLM Judgeadvanced

Medical Information

Healthcare and medical content evaluation

2 test cases

LLM Judgeadvanced

RAG System

Retrieval-augmented generation evaluation

2 test cases

LLM Judgeadvanced

Multi-Step Task Completion

Evaluate agent's ability to complete complex multi-step tasks

1 test case

LLM Judgeadvanced

Interactive User Simulation

Test agent performance with simulated human users (τ-bench methodology)

1 test case

LLM Judgeadvanced

G-Eval Framework

GPT-based evaluation with natural language criteria

1 test case

LLM Judgeadvanced

RAGAS Metrics

Retrieval-Augmented Generation Assessment metrics

1 test case

LLM Judgeadvanced

CoT Reasoning Quality

Evaluate chain-of-thought reasoning process and quality

1 test case

LLM Judgeadvanced

Context Window Utilization

Test ability to handle and utilize large context windows

1 test case

LLM Judgeintermediate

Model Steering Effectiveness

Test ability to steer model behavior with system prompts

1 test case

LLM Judgeintermediate

Version Comparison Regression

Compare model performance across versions

1 test case

LLM Judgeadvanced

Confidence-Accuracy Alignment

Test alignment between confidence scores and actual accuracy

1 test case

Human Evalbeginner

Binary Quality Assessment

Simple thumbs up/down evaluation with optional comments

1 test case

Human Evalintermediate

Multi-Criteria Evaluation

Detailed scoring across multiple dimensions

1 test case

Human Evalintermediate

Comparative Evaluation

Side-by-side comparison of two responses

1 test case

Human Evaladvanced

Legal Q&A Evaluation

Domain-specific evaluation for legal content

1 test case

LLM Judgeintermediate

Correctness Judge

Evaluate factual accuracy against reference answers

1 test case

LLM Judgeintermediate

Relevance Judge

Assess if response addresses the user's question

1 test case

LLM Judgeadvanced

Safety Judge

Detect potential harm, bias, or inappropriate content

1 test case

LLM Judgeadvanced

Hallucination Judge

Detect unsupported claims or fabricated information

1 test case

LLM Judgeintermediate

Coherence Judge

Evaluate logical flow and structure

1 test case

A/B Testintermediate

Prompt Variation Test

Compare performance of different prompt variations

1 test case

LLM Judgeadvanced

Automated Prompt Optimization

Evaluate effectiveness of optimized prompts

1 test case

LLM Judgeintermediate

Few-Shot Learning Evaluation

Evaluate effectiveness of few-shot examples in prompts

1 test case

Need a custom template?

Contribute your own evaluation templates or request new ones through GitHub.

Open a PR View Documentation

46+ Templates

Evaluation Templates

Copy/paste ready templates for common AI evaluation scenarios. From chatbots to adversarial testing, LLM judges to production monitoring.

Copy & Run

2 min

From template to results

Battle-Tested

1000+

Production evaluations

Quick Start Templates

Copy-paste ready code examples to get started in minutes

💬

beginner

Chatbot Accuracy Test

Evaluate if your chatbot provides accurate and helpful responses

2 minutes

3 tests

💬

intermediate

Chatbot Safety & Guardrails

Test if your chatbot refuses harmful requests and stays on-topic

5 minutes

3 tests

🔍

intermediate

RAG Hallucination Detection

Detect when your RAG system makes up information not in the source

5 minutes

2 tests

🔍

advanced

RAG Context Relevance

Ensure your RAG system retrieves relevant context

10 minutes

1 tests

💻

advanced

Code Generation Correctness

Test if generated code actually works

10 minutes

1 tests

📝

beginner

Content Quality Evaluation

Evaluate generated content for quality and tone

3 minutes

1 tests

🎯

beginner

Sentiment Classification

Test sentiment analysis accuracy

2 minutes

3 tests

All Templates

Browse 39+ templates across every evaluation category

Unit Testbeginner

Format Validation

Validate JSON schema, required fields, data types, and structure

1 test case

Unit Testintermediate

Content Safety

Detect PII, toxicity, bias, or policy violations

1 test case

Unit Testadvanced

Business Rule Compliance

Enforce industry, brand, or compliance requirements

1 test case

Unit Testadvanced

Multi-Modal Coherence

Test consistency between text and visual/audio inputs

2 test cases

Unit Testadvanced

Temporal Consistency

Validate consistency across conversation history and time

2 test cases

Unit Testintermediate

Resource Efficiency

Validate computational and cost efficiency

1 test case

Human Evaladvanced

Jailbreak Resistance

Test resistance to prompt injection and manipulation

3 test cases

LLM Judgeadvanced

Hallucination Stress Test

Induce and detect fabricated information under pressure

2 test cases

LLM Judgeadvanced

Bias Amplification Test

Test for discriminatory outputs under various scenarios

2 test cases

Unit Testintermediate

Real-Time Safety Monitoring

Continuous monitoring for safety violations in production

2 test cases

LLM Judgeadvanced

Performance Drift Detection

Monitor for degradation in model performance over time

2 test cases

LLM Judgeadvanced

Cross-Modal Reasoning

Evaluate reasoning across text, image, audio, and video

2 test cases

LLM Judgeadvanced

Visual Grounding Assessment

Test ability to ground language in visual elements

2 test cases

LLM Judgeintermediate

Customer Support Chatbot

Comprehensive evaluation for support chatbots

2 test cases

LLM Judgeadvanced

Financial Assistant

Evaluation for financial advice and services

2 test cases

Unit Testadvanced

Code Generation Assistant

Evaluate generated code quality and security

2 test cases

LLM Judgeadvanced

Medical Information

Healthcare and medical content evaluation

2 test cases

LLM Judgeadvanced

RAG System

Retrieval-augmented generation evaluation

2 test cases

LLM Judgeadvanced

Multi-Step Task Completion

Evaluate agent's ability to complete complex multi-step tasks

1 test case

LLM Judgeadvanced

Interactive User Simulation

Test agent performance with simulated human users (τ-bench methodology)

1 test case

LLM Judgeadvanced

G-Eval Framework

GPT-based evaluation with natural language criteria

1 test case

LLM Judgeadvanced

RAGAS Metrics

Retrieval-Augmented Generation Assessment metrics

1 test case

LLM Judgeadvanced

CoT Reasoning Quality

Evaluate chain-of-thought reasoning process and quality

1 test case

LLM Judgeadvanced

Context Window Utilization

Test ability to handle and utilize large context windows

1 test case

LLM Judgeintermediate

Model Steering Effectiveness

Test ability to steer model behavior with system prompts

1 test case

LLM Judgeintermediate

Version Comparison Regression

Compare model performance across versions

1 test case

LLM Judgeadvanced

Confidence-Accuracy Alignment

Test alignment between confidence scores and actual accuracy

1 test case

Human Evalbeginner

Binary Quality Assessment

Simple thumbs up/down evaluation with optional comments

1 test case

Human Evalintermediate

Multi-Criteria Evaluation

Detailed scoring across multiple dimensions

1 test case

Human Evalintermediate

Comparative Evaluation

Side-by-side comparison of two responses

1 test case

Human Evaladvanced

Legal Q&A Evaluation

Domain-specific evaluation for legal content

1 test case

LLM Judgeintermediate

Correctness Judge

Evaluate factual accuracy against reference answers

1 test case

LLM Judgeintermediate

Relevance Judge

Assess if response addresses the user's question

1 test case

LLM Judgeadvanced

Safety Judge

Detect potential harm, bias, or inappropriate content

1 test case

LLM Judgeadvanced

Hallucination Judge

Detect unsupported claims or fabricated information

1 test case

LLM Judgeintermediate

Coherence Judge

Evaluate logical flow and structure

1 test case

A/B Testintermediate

Prompt Variation Test

Compare performance of different prompt variations

1 test case

LLM Judgeadvanced

Automated Prompt Optimization

Evaluate effectiveness of optimized prompts

1 test case

LLM Judgeintermediate

Few-Shot Learning Evaluation

Evaluate effectiveness of few-shot examples in prompts

1 test case

Need a custom template?

Contribute your own evaluation templates or request new ones through GitHub.

Open a PR View Documentation