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

Cards

9

Each card maps to an existing SKU

Templates

8

Quick project creation

Extensions

4

Client, provider, workflow, export

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 Plan

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 EndpointDedicated 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 EndpointVaaS

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 APIAccelerator BatchVaaSManaged 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 APIAccelerator BatchDedicated CapacityVaaS

Console template

Video Render Workflow

Open template

Use 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 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

Accelerator BatchManaged DeploymentVaaS

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 Endpoint

Console template

VaaS Audit Project

Open template