AI Benchmarking
Human-verified quality scorecards for LLMs, AI models, and automated systems
Overview
Why teams choose Loevech for ai benchmarking
You can't benchmark AI with AI. Loevech's human evaluators assess LLM output accuracy, verify AI safety compliance, run side-by-side model comparisons, and build custom scorecards — giving you the ground truth you need to ship confidently.
Scenarios
How teams use ai benchmarking
LLM output quality evaluation
Have human raters score your model's outputs for accuracy, coherence, helpfulness, and hallucination rate. Get structured scorecards you can track over model versions.
AI safety and compliance audits
Test your model for harmful outputs, bias, toxicity, and policy violations. Get audit-ready reports for regulatory compliance and responsible AI commitments.
Model A/B comparison
Run blind side-by-side comparisons between two models (or model versions). Human evaluators pick the better output on criteria you define — no automated metric gaming.
Custom benchmark creation
Build domain-specific evaluation datasets with human-annotated ground truth. Create the benchmark that actually measures what matters for your use case.
Benefits
What you get
- Human ground truth — not automated metrics
- Structured scorecards with confidence intervals
- Blind evaluation eliminates model bias
- Tracks quality across model versions
- Audit-ready reports for compliance
- Custom rubrics for domain-specific evaluation
Built For
Teams that use this
Services
AI Benchmarking services
Ready to try ai benchmarking?
Create a free account, pick a service, and get quality-verified results. No contracts, no minimums.