Brier Score
Calibration metric
Parallel
Multi-model evaluation
Real-time
Progress tracking
Bilingual
EN / ES interface
From test suite creation to detailed calibration reports — all in one platform.
Measure Brier Score, ECE, and accuracy. Understand not just what your model answers, but how confident it is — and whether that confidence is justified.
An LLM judge flags factual errors and rates how severe each one is. Know when your model doesn’t just miss — it misleads.
Pick from audited benchmarks organized by category and domain — healthcare, legal, industrial safety, education, HR — instead of writing your own questions.
Is this model fit for clinical or legal use? Where does it hallucinate? Is it improving or degrading over time? One dashboard, per endpoint.
Evaluate any combination of OpenAI, Anthropic, Deepseek, and local models via Ollama. Compare calibration across providers side by side.
Track token usage and cost per evaluation automatically. Understand the economics of your AI deployments at scale.
Three steps from benchmark to calibration report.
Choose a category and domain from the curated library — or bring your own test suite — and select the model you want to evaluate.
QSOFIA dispatches parallel workers for each question. Progress updates arrive in real-time — no polling required.
Review Brier Score, ECE, accuracy, and cost metrics. Export reports and track calibration trends over time.