API Endpoint Deployment
A ready-to-call REST endpoint with auth, rate limits, and a documented prompt schema you can paste into your stack.
Every fine-tune ships with a deployed REST endpoint you can call from any language. The URL, auth header, request schema, and example payloads land in your inbox the same day we deliver the model.
We handle TLS, request logging, and a sensible default rate limit. For Studio Pro and above the endpoint is dedicated to your model and stays online for the retention window included in your plan.
When the retention window ends, you can renew, swap to your own infrastructure, or download the model weights (where the base license allows). No lock-in.
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Dataset Engineering
We turn raw CSV or JSONL exports into clean, deduplicated, schema-validated training corpora ready for fine-tuning.
Custom Model Fine-Tuning
Fine-tune GPT, Claude, Llama, or Mistral on your dataset with hyperparameter sweeps and full training transparency.
Evaluation & Benchmarking
Measure your fine-tune against a held-out set with BLEU, ROUGE, faithfulness, and task-specific scoring.