Use Cases

Build AI workflows on verifiable inference

Use BatchIn to route model calls, control cost, generate VaaS records, and scale from API traffic to reserved or dedicated capacity

Use case

Coding Agents

For IDE coding clients and custom coding agents

BatchIn controls

  • one OpenAI-compatible endpoint
  • model routing
  • backup access path
  • usage ledger
  • request logs
  • VaaS records

Products

Model APIReserved InferenceVaaS

Console template

Coding Agent Workspace

Open template

Use 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 EndpointsDedicated CapacityVaaS

Console template

Prediction Agent / Trading Research Agent

Open template

Use 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 EndpointsVaaS

Console template

AI App Startup

Open template

Use 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 APIVaaSManaged Deployment

Console template

RAG Document Workflow

Open template

Use 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 template

Use 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 APIDedicated CapacityVaaS

Console template

Video Render Workflow

Open template

Use case

Enterprise AI Management

For in-house copilots, regulated workflows, tenant controls, and audit-heavy model usage

BatchIn controls

  • project permissions
  • API key policy
  • model access
  • input logging policy
  • audit export
  • retention

Products

Model APIVaaSDedicated EndpointsDedicated Capacity

Console template

Enterprise Team Assistant

Open template

Use 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

Managed DeploymentDedicated CapacityVaaS

Console template

Government / Industry Pilot

Open template

Use 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 Endpoints

Console template

VaaS Audit Project

Open template