Collinear is designed to fit directly into your post-training workflow — whether you’re evaluating models in staging or continuously improving production systems. By combining structured evaluation, automated red-teaming, and high-signal data generation, the platform helps you:
- Debug model behavior with precision: Use Judges to pinpoint where outputs break down—across safety, reliability, and custom metrics.
- Automate testing at scale: Replace manual QA and prompt hacking with reproducible, adversarial test runs mapped to real-world risks.
- Generate retrain-ready data: Curate synthetic examples tailored to known gaps, filtered and scored by policy-aligned models.
- Integrate flexibly: Access everything via API or platform UI — whether you’re building eval pipelines, tuning loops, or review dashboards.