Use Case
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Synthetic Data
Fine-tuning pairs, eval sets, adversarial corpora — through the same OpenAI-compatible API your pipelines already use.
Generate the data your ML pipeline actually needs. We host the unrestricted model; your policy decides what each project can produce. Structured outputs and decision logs come standard.
The problem
Training a safety classifier? You need examples of unsafe prompts. General-purpose APIs refuse to write them — leaving you with hand-curated datasets that don't scale.
Off-the-shelf APIs apply unpredictable refusal rates that vary by topic and even by phrasing. Reproducible large-batch jobs become impractical.
When a fine-tuning dataset ships into production, you need provenance: which policy, which prompts, which model. Most generation APIs offer no decision metadata.
How Policy Gateway helps
Generate the prompts and completions you actually need for training. Your policy decides what's in scope — not the provider's defaults.
Generate fine-tuning pairs, eval entries, or labeled corpora directly in the format your training pipeline expects. No post-processing required.
Issue a scoped key per dataset job. Track generation volume, cost, and decision history per project — and prove dataset provenance to your reviewers.
Examples
Generate 10k labeled prompts for testing a safety classifier. Track every example with policy ID and reason code so QA can replay decisions.
Produce instruction/response pairs for vertical model fine-tuning. Same governed API; no refusal noise polluting your dataset distribution.
Generate jailbreak attempts and edge cases for safety training. Controlled, audited, reproducible — and isolated to the project key that paid for it.
Compliance & alignment
Built so your dataset shipping reviews don't stall on questions about provenance.
Decision metadata per record
Policy ID, reason code, and key scope on every generated example.
Reproducible runs
Same prompt, same policy version → comparable output across batches.
Per-project quotas
Hard caps so a dataset job can't blow the budget.
JSONL-ready outputs
Structured straight into your training pipeline.
Zero data retention
Generated content not used for training or shared.
SOC 2 (in progress)
Enterprise audits underway.
Talk to us about your deployment, or grab an API key and start building today.
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