Use case
Coding Agents
For Cursor, Cline, Continue, OpenCode, Claude Code-style clients, and custom coding agents
BatchIn controls
- one OpenAI-compatible endpoint
- model routing
- fallback
- usage ledger
- request logs
- VaaS records
Products
Model APIReserved InferenceVaaS
Console template
Coding Agent Workspace
Start Coding PlanUse case
Prediction & Trading Agents
For market research agents, prediction agents, portfolio alert agents, and human-approved trading workflows
BatchIn controls
- forecast model calls
- reasoning traces
- route decisions
- token cost
- confidence metadata
- VaaS records
- replay and comparison
Products
Model APIDedicated EndpointDedicated CapacityVaaS
Console template
Prediction Agent / Trading Research Agent
Open templateUse case
AI App Startups
For AI SaaS, agent products, copilots, and model-powered user experiences
BatchIn controls
- model access
- request routing
- spend limits
- usage dashboard
- billing records
- upgrade path to reserved capacity
Products
Model APIReserved InferenceDedicated EndpointVaaS
Console template
AI App Startup
Open templateUse case
RAG & Document Workflows
For document QA, extraction, summarization, compliance review, and batch processing
BatchIn controls
- model selection
- batch jobs
- token cost
- request logs
- audit exports
Products
Model APIAccelerator BatchVaaSManaged Deployment
Console template
RAG Document Workflow
Open templateUse case
Voice & Meeting Intelligence
For transcription, voice agents, meeting notes, TTS, dubbing, and call analysis
BatchIn controls
- audio model access
- render / transcription queue
- usage records
- cost attribution
- VaaS exports
Products
Model APIReserved InferenceDedicated CapacityVaaS
Console template
Voice Meeting Workflow
Open templateUse case
Video & Creator Tools
For video generation, image-to-video, creator workflows, and media queues
BatchIn controls
- video request queue
- model access approval
- cost estimate
- render status
- output tracking
Products
Model APIAccelerator BatchDedicated CapacityVaaS
Console template
Video Render Workflow
Open templateUse case
Enterprise Internal AI
For internal copilots, regulated workflows, tenant controls, and audit-heavy model usage
BatchIn controls
- project permissions
- API key policy
- model access
- prompt logging policy
- audit export
- retention
Products
Model APIVaaSDedicated EndpointDedicated Capacity
Console template
Enterprise Copilot
Open templateUse case
Government & Industry Pilots
For industry AI pilots, localized deployments, batch workloads, and evidence-backed project delivery
BatchIn controls
- pilot workflow
- batch inference
- fixed model endpoint
- usage proof
- report export
Products
Accelerator BatchManaged DeploymentVaaS
Console template
Government / Industry Pilot
Open templateUse case
VaaS-backed Audit Workflows
For teams that need request-level evidence, customer reporting, program eligibility, and invoice reconciliation
BatchIn controls
- request_id
- route
- token usage
- cost
- timestamp
- exportable VaaS record
Products
VaaSModel APIDedicated Endpoint
Console template
VaaS Audit Project
Open template