Platform Capabilities

Batch Processing API

50 percent compute discount for asynchronous high-volume model inferences completed within 24 hours.

Async 24h
General Availability
MCP Standard
Batch Processing API
Status: General Availability
Throughput Scaling

Non-Realtime Inferences at Half the Compute Cost

Massive analytical operations like dataset synthetic labeling, document categorization, and historical corpus indexing rarely demand immediate sub-second HTTP handshakes. The Batch Processing API diverts non-blocking inferences into asynchronous queues across high-density provider nodes, cutting standard token bills by half while keeping output fidelity identical to synchronous calls.

Engineering teams upload newline-delimited JSONL files carrying up to fifty thousand prompt structures in a single payload. The system handles rate limits autonomously, spreads request traffic across regional server pools, and returns deterministic outcome archives as soon as computing cycles finish.

Ready to Cut High-Volume Compute Costs?

Activate scheduled batch queues across your model clusters with immediate provisioning.

Engine Benchmarks

Operational Parameters and Queue Limits

Asynchronous workloads run under strictly monitored service tiers designed for high data volume and steady throughput.

Completion SLA
Within 24 Hours
Token Savings
50% Across All Models
Payload Interface
JSONL Line-Delimited
Maximum File Size
100 MB per Submission
Execution Flow

Resilient Asynchronous Ingestion Pipeline

Standard point-to-point connections frequently drop during million-token tasks due to client socket timeouts or upstream capacity spikes. The batch framework shields production systems through isolated execution stages.

  • Strict schema validation verifies token payloads before jobs enter queue memory.
  • Dynamic backoff mechanics retry transient provider outages without terminating the job.
  • Granular webhook signals alert your ingestion endpoints the moment results become ready.
Architecture FAQ

Questions About Batch Operations

The 50 percent price reduction applies automatically across both prompt tokens and completion tokens. Charges settle against your workspace balance only after batch files finish running and results are published.