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Features & Capabilities

Comprehensive Testing Suite for AI Prompts

Everything you need to test, validate, and improve your AI prompts with engineering-grade infrastructure

Regression Testing
Multi-Model Validation
Version Control
Performance Analytics
Core Testing

Regression Testing

Never Break Production Prompts Again

Protect your AI features from unexpected failures with automated regression testing. Compare outputs systematically to track changes and ensure consistency.

Key Capabilities
Baseline Management
Store and version your expected outputs as golden standards
Output Comparison
Track changes in model outputs over time
Test Suite Automation
Run comprehensive tests with one click
Historical Tracking
See how outputs evolve over time with detailed history
Batch Testing
Run regression tests across entire prompt libraries
Change Attribution
Know who changed what and when with audit trails
Use Cases
  • Validate prompt changes before deployment
  • Monitor model behavior across updates
  • Ensure consistency across prompt variations
  • Track quality metrics over time
Regression Testing
Model Validation

Multi-Model Validation

Test Once, Validate Everywhere

Run the same tests across multiple AI models simultaneously. Compare quality, performance, and costs to make data-driven decisions.

Key Capabilities
Provider Support
OpenAI, Anthropic, Google, and Grok
Quality Metrics
Accuracy scores, relevance ratings, consistency measures
Performance Analysis
Response latency, token usage, error rates
Cost Comparison
Per-request costs, token economics, budget projections
Side-by-Side Views
Visual comparison of outputs across models
Model Configurations
Customize parameters for each model
Use Cases
  • Find the best model for your use case
  • Optimize cost vs quality trade-offs
  • Ensure fallback models maintain quality
  • Benchmark custom models against leaders
Multi-Model Validation
Version Control

Version Control

Track and Manage Prompt Iterations

Professional version management designed specifically for prompt engineering. Track every change with sequential and alternative version paths, and never lose a working prompt.

Key Capabilities
Automatic Versioning
Every change creates a new version with numbering
Sequential & Alternative Paths
Create different version branches for experimentation
Version Comparison
Compare outputs between different versions
Change History
Track who changed what and when
Version Notes
Document the reasoning behind each change
Complete Audit Trail
Full history of all changes and modifications
Use Cases
  • Experiment safely with prompt variations
  • Collaborate on prompt improvements
  • Maintain compliance with change tracking
  • Recover from unintended changes quickly
Version Control
Analytics & Insights

Performance Analytics

Data-Driven Prompt Optimization

Deep insights into prompt performance with detailed metrics and visualization tools. Make informed decisions based on real data.

Key Capabilities
Performance Dashboards
View comprehensive metrics and test results
Trend Analysis
Track metrics over time to identify patterns
Output Quality Tracking
Monitor and measure response quality over time
Test History
View complete history of all test runs
Success Rate Tracking
Monitor pass/fail rates and quality scores
Cost Tracking
Monitor API costs across models and tests
Use Cases
  • Track test results and metrics
  • Compare performance across versions
  • Monitor costs and usage patterns
  • Track improvement over time
Performance Analytics

Supported AI Providers

Test your prompts across all major AI providers and models. Compare performance, quality, and costs in one unified platform.

OpenAI
OpenAI

All chat completion models

Anthropic
Anthropic

All chat completion models

Google
Google

All chat completion models

Grok
Grok

All chat completion models

Need a Different Provider?

We currently support chat completion APIs from these providers. We're working on supporting custom API endpoints, additional providers, and other API formats like file uploads and vision capabilities. Contact us if you need a specific model or feature.

Frequently Asked Questions

Everything you need to know about Prompting Workbench and how it can transform your AI development workflow

Manual testing is time-consuming, inconsistent, and doesn't scale. Prompting Workbench automates the entire testing process, provides consistent baselines, runs tests in parallel across multiple models, and gives you detailed analytics. What takes hours manually can be done in seconds with our platform.

We currently support the chat completion APIs from OpenAI, Anthropic, Google, and Grok - including all chat models available through their APIs. We're working on supporting other formats like file uploads and vision capabilities. If you need a specific model that's available in their API but not showing up in our platform, please contact us.

Every change to a prompt creates a new version automatically. You can track sequential versions and create alternative paths for experimentation. All changes are tracked with complete history, allowing you to compare different versions and understand how your prompts evolve over time.

Security is our top priority. All data is encrypted at rest and in transit. We offer SSO/SAML integration for enterprise customers to ensure secure access control.

Our analytics dashboard provides metrics on success rates, response quality, performance trends, and costs. You can track test history and monitor trends to understand how your prompts perform over time and make data-driven improvements.

Yes! Our free tier gives you access to all features with a limit on the number of prompts you can test. This allows you to explore the full platform capabilities before upgrading to a paid plan for unlimited testing.

Still have questions?

Our team is here to help. Contact us for more information about features, pricing, or implementation.

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The professional platform for testing, comparing, and perfecting your AI prompts. Built for QA teams, prompt engineers, and product managers.

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