Evaluation focus
Compare quality, latency, cost, privacy posture, refusal behavior, hallucination risk, and fit for Business Builder, Creator Studio, and Growth Studio workflows.
Model Comparison Lab
Compare model behavior before enabling provider workflows.
Model Comparison Lab is a research surface for prompt tests, scoring rubrics, safety notes, and provider-fit reports. It makes no live provider calls unless approved server-side configuration exists.
Safety boundary
Jailbreak presets, harmful prompt libraries, hidden telemetry, and provider-key exposure are blocked. High-risk runs require owner approval.
Review-gated by default
This page documents a research area only. It does not mean SONARA has installed a tool, copied code, connected a provider, approved commercial use, or shipped a live integration.