Custom Benchmarks and Safety Testing
Comprehensive evaluation frameworks that measure what matters—model accuracy, safety, bias, robustness, and real-world performance for your specific use case.
Start EvaluationTechnology Partners
Microsoft Azure◆
Google Cloud◆
AWS◆
NVIDIA◆
OpenAI◆
Hugging Face◆Meta AI◆Anthropic◆
LangChain◆
Pinecone◆Microsoft Azure◆Google Cloud◆AWS◆NVIDIA◆OpenAI◆Hugging Face◆Meta AI◆Anthropic◆LangChain◆Pinecone◆You Can't Improve What You Can't Measure
Generic benchmarks don't capture domain-specific performance. We build custom evaluation suites tailored to your use case, measuring the metrics that actually matter for your business outcomes.
What We Measure
Task Performance
Custom benchmarks measuring accuracy, completeness, and quality for your specific tasks and domains.
- Domain-specific test sets
- Multi-metric scoring
- Human evaluation protocols
- A/B comparison frameworks
Safety & Alignment
Red-teaming, adversarial testing, and alignment evaluation to ensure safe, responsible AI behavior.
- Adversarial prompt testing
- Jailbreak resistance
- Toxicity and bias detection
- Policy compliance validation
Robustness
Stress testing for edge cases, distribution shifts, and adversarial inputs that models encounter in production.
- Edge case generation
- Input perturbation testing
- Out-of-distribution detection
- Graceful failure analysis
Performance & Efficiency
Latency, throughput, cost, and resource utilization metrics for production deployment planning.
- Inference latency profiling
- Throughput benchmarking
- Cost-per-query analysis
- Scaling behavior testing
Our Evaluation Framework
Define Metrics
Identify the quality dimensions that matter most for your use case and business.
Build Test Sets
Curate representative test data including edge cases and adversarial examples.
Automate Scoring
Implement automated evaluation pipelines with LLM-as-judge and rule-based checks.
Human Evaluation
Design and run human evaluation studies for subjective quality dimensions.
Continuous Monitoring
Set up production monitoring to track quality metrics over time.
What You Receive
Evaluation Report
Comprehensive results across all dimensions with visualizations and insights.
Custom Benchmark
Reusable benchmark suite tailored to your domain and quality requirements.
Monitoring Dashboard
Real-time quality monitoring for production model performance.
Test Infrastructure
Automated testing pipeline for continuous evaluation of model updates.
Related Services
Ready to build something real?
Let's align on your AI goals and define the next steps that will create real business value.