Model Services
Model training, evaluation, and safety
Domain-tuned training, eval harnesses, data ops, and guardrails to keep your NLP systems reliable.
Engagement model
Shape, train, launch
Discovery, data prep, model training, evaluation, deployment, and monitoring with SLAs.
- Discovery and prioritization
- Data pipelines and safety review
- Training, evals, and launch with telemetry
Core
Model training
Fine-tuning, LoRA, and safety conditioning for your domain.
Data
Data ops
Curation, augmentation, and labeling workflows with QA.
Quality
Evaluation
Golden sets, red-team checks, and regression tracking.
Ops
Serving & monitoring
Latency, cost, drift detection, and rollback paths.
Safety
Guardrails
Policy filters, PII scrubbing, and escalation design.