—Use cases

Jobs that fit a batch window.

Four workloads we built the platform around. Each one is naturally async, naturally parallel, and naturally cheaper on European spot capacity — with a per-batch audit trail and BYOM on the same pipeline as catalog models.

01Workload

Structured extraction

Turn PDFs, scans, and forms into clean JSON — with an audit trail per document.

100K invoices·24h window·pricing at launch

02Workload

Embeddings at scale

Build or rebuild RAG indexes on open-weight embeddings — at a fraction of hosted-API cost.

10M chunks·6h window·pricing at launch

03Workload

Synthetic data generation

Generate training sets, distillation corpora, and red-team prompts — with full per-sample provenance.

1M samples·24h window·pricing at launch

04Workload

Model evals

Run full eval sweeps across base models, fine-tunes, and prompt variants — reproducible and export-ready.

4 models · 10K prompts·24h window·pricing at launch

Built for regulated verticals

When your customers' compliance team reviews your vendor.

FinTechLegalTechHealthTechInsureTechAI/ML teams

Same platform, same audit trail, regardless of vertical. One integration brings thousands of end-users through your API — with the trail their security officer can verify.

05Early access

Stop paying realtime prices for work that can wait.

We're in early access. Drop your email — if your workload fits, we'll send you API credentials and you're good to go.