> ## Documentation Index
> Fetch the complete documentation index at: https://docs.orq.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Create batch

> API reference for POST /v3/router/batches. Start a batch from an uploaded JSONL file.

> [!NOTE]
>
> **Related guide**: Batches guide. See the [Batches guide](https://docs.orq.ai/ai-gateway/features/batches.md) for the input file format, supported endpoints, and result files.


## OpenAPI

````yaml post /v3/router/batches
openapi: 3.1.0
info:
  title: orq.ai API
  version: '2.0'
  description: orq.ai API documentation
servers:
  - url: https://my.orq.ai
security:
  - ApiKey: []
tags:
  - name: Chunking
    description: Split text into smaller chunks for retrieval and generation workflows.
  - name: File Systems
    description: >-
      Create and manage persistent file systems that agents and MCP clients read
      from and write to.
  - name: Knowledge Bases
    description: Create and manage knowledge bases used by agents and retrieval workflows.
  - name: Memory Stores
    description: Create and manage memory stores, memories, and memory documents.
  - name: Evals
    description: Run an evaluator against a conversation and its result
  - name: Logs
    description: >-
      OpenTelemetry log query API. Search, filter, aggregate, and facet log
      records ingested via OTLP.
  - name: Reporting
    description: >-
      GenAI reporting API over canonical analytics rollups. Accepts a metric
      name, time range, grain, group-by, and filters; returns a typed time
      series and optional totals.
  - name: Traces
    description: >-
      Query and inspect ingested trace data: search trace summaries, aggregate
      metrics, and read individual traces and their spans.
  - description: List models available through the AI Router.
    name: Models
  - name: Policies
  - name: Alerts
    description: >-
      Alerts evaluate a Reporting API metric on a fixed interval and fire
      notifications through notifiers when the value breaches a threshold. Each
      breach opens a trigger that tracks the incident until the value recovers.
  - name: Annotation Queues
    description: Annotation queues collect spans for human review.
  - name: API keys
    description: >-
      API keys authenticate programmatic access to the workspace. They expose
      opaque tokens, per-domain access grants, and budget and rate-limit
      constraints.
  - name: Audit Logs
    description: Audit logs record workspace entity changes and access-relevant events.
  - name: Budgets
    description: >-
      Budgets govern spend, token usage, and request rate across six scopes:
      workspace, project, identity, API key, provider, and model. Every
      applicable budget is enforced, and the most restrictive limit applies per
      dimension.
  - name: Files
    description: File upload and retrieval operations.
  - name: Guardrail Rules
    description: >-
      Guardrail Rules conditionally enforce evaluators and plugins for AI
      Gateway traffic. Rules may be scoped to a project or the whole workspace.
  - name: Hub
    description: Hub items are reusable templates available to a workspace.
  - name: Identities
    description: >-
      Identities represent end users from your system for usage and engagement
      tracking.
  - name: Management keys
    description: >-
      Management keys are workspace-scoped credentials that authenticate
      programmatic access to workspace administration surfaces (API keys,
      budgets). Unlike project-scoped API keys, a management key always operates
      at the workspace level.
  - name: MCP Gateway
    description: >-
      Register upstream MCP servers, discover and sync their tools, and assemble
      gateways that expose a curated tool surface to MCP clients.
  - name: Model Catalog
    description: >-
      Browse the orq.ai model catalog: every model orq offers, across every
      provider, with pricing, capabilities and benchmark data. List endpoints
      only return models that are not deprecated. This API is public, requires
      no authentication, and is rate limited to 120 requests per minute per IP.
      Responses carry a 5-minute cache-control max-age.
  - name: Model Fusions
    description: >-
      Model Fusions combine independent model answers through a panel, judge,
      and optional synthesizer.
  - name: Monitors
    description: >-
      Monitors are custom observability dashboards for traces, runtime metrics,
      and logs. Each monitor holds widgets that chart one telemetry query. List
      the metrics, operations, and dimensions available to your workspace with
      `GET /v3/telemetry/capabilities`, or start from a preset with `GET
      /v2/monitors/presets`.
  - name: Notifiers
    description: Notifier destinations used to send delivery and workflow notifications.
  - name: Projects
    description: Projects organize resources within a workspace
  - name: Routing Rules
    description: >-
      Routing Rules conditionally select models and enforce request plugins for
      AI Gateway traffic. Rules are evaluated by ascending priority and may be
      scoped to a project or the whole workspace.
  - name: Threads
    description: Threads group related trace invocations and their aggregate usage
  - name: Skills
    description: >-
      Skills are modular instructions you can use to codify processes and
      conventions
  - name: Smart Routers
    description: >-
      Create and manage workspace Smart Routers. A Smart Router selects a model
      from an eligible pool for each request according to a quality, balanced,
      or cost profile.
  - name: Webhooks
    description: >-
      Create and manage webhooks that deliver workspace events to external HTTPS
      endpoints.
  - name: Workspaces
    description: >-
      A workspace is the tenant. Create is called from a user session during
      onboarding; Get, List, and Update are the public management surface.
  - name: Workspace Security
    description: >-
      Workspace-level domain verification and IP allowlist controls. These
      operations are restricted to workspace administrators.
  - name: Workspace Settings
    description: >-
      Workspace-level settings managed with a workspace credential. A workspace
      is the tenant, so these settings are a singleton — there is nothing to
      create or delete, only read and update.
  - name: Responses
  - description: Run agents on a cron cadence. Minimum firing interval is 1 hour.
    name: Agent Schedules
  - name: Embeddings
  - name: Telemetry
    description: >-
      Unified query envelope for traces, metrics, and logs. One request shape,
      one filter dialect, and one response shape per source, validated by a
      per-source registry.
  - description: Beta. Run typed classification questions against a classify model.
    name: Classify
  - description: Search Gateway with managed credits or BYOK.
    name: Web Search
  - description: Beta. Run classification decisions with the classify contract.
    name: Decisions
  - name: Users
    description: >-
      Workspace user administration. Requires a Management Key with user
      permissions or an authenticated workspace admin session. Standard API keys
      are not supported.
externalDocs:
  url: https://docs.orq.ai
  description: orq.ai Documentation
paths:
  /v3/router/batches:
    post:
      tags:
        - Batches
      summary: Create batch
      description: >-
        Creates a batch from an uploaded JSONL file whose purpose is `batch`.
        Each line is sent to `endpoint` with its own request body, without the
        throughput limits of real-time traffic. Provider batches run through the
        provider's batch service at its batch rates; `/v3/router/decisions`
        batches run on **Orq.ai** workers. See the [Batches
        guide](/ai-gateway/features/batches) for input file format, supported
        endpoints, and result files.
      operationId: create-batch
      requestBody:
        content:
          application/json:
            examples:
              chat_completions:
                summary: Batch of chat completions
                value:
                  completion_window: 24h
                  endpoint: /v1/chat/completions
                  input_file_id: file-abc123
                  metadata:
                    job: nightly-eval
            schema:
              additionalProperties: false
              properties:
                completion_window:
                  description: Time window the batch runs in. Only 24h is supported.
                  enum:
                    - 24h
                  type: string
                endpoint:
                  description: >-
                    Endpoint each line is sent to. The batch model must support
                    it.
                  enum:
                    - /v1/responses
                    - /v1/chat/completions
                    - /v1/embeddings
                    - /v1/completions
                    - /v1/moderations
                    - /v3/router/decisions
                  type: string
                input_file_id:
                  description: ID of an uploaded JSONL file whose purpose is batch.
                  type: string
                metadata:
                  additionalProperties:
                    type: string
                  description: >-
                    Up to 16 key/value pairs, keys up to 64 characters and
                    values up to 512.
                  type: object
                output_expires_after:
                  $ref: '#/components/schemas/PublicBatchExpiresAfter'
                  description: Expiration applied to the output and error files.
              required:
                - input_file_id
                - endpoint
                - completion_window
              type: object
        required: true
      responses:
        '200':
          content:
            application/json:
              schema:
                additionalProperties: false
                properties:
                  cancelled_at:
                    description: Time the batch finished cancelling, in Unix seconds.
                    format: int64
                    type: integer
                  cancelling_at:
                    description: Time cancellation was requested, in Unix seconds.
                    format: int64
                    type: integer
                  completed_at:
                    description: Time the batch completed, in Unix seconds.
                    format: int64
                    type: integer
                  completion_window:
                    description: Time window the batch runs in, always 24h.
                    type: string
                  created_at:
                    description: Creation time, in Unix seconds.
                    format: int64
                    type: integer
                  endpoint:
                    description: Endpoint each line of the input file is sent to.
                    type: string
                  error_file_id:
                    description: >-
                      ID of the JSONL file holding per-line errors, when any
                      line failed.
                    type: string
                  errors:
                    $ref: '#/components/schemas/PublicBatchErrors'
                    description: >-
                      Errors that prevented the batch from running, when the
                      status is failed.
                  expired_at:
                    description: Time the batch expired, in Unix seconds.
                    format: int64
                    type: integer
                  expires_at:
                    description: Time the batch expires, in Unix seconds.
                    format: int64
                    type: integer
                  failed_at:
                    description: Time the batch failed, in Unix seconds.
                    format: int64
                    type: integer
                  finalizing_at:
                    description: >-
                      Time the batch began assembling its result files, in Unix
                      seconds.
                    format: int64
                    type: integer
                  id:
                    description: Batch identifier.
                    type: string
                  in_progress_at:
                    description: Time the batch started running, in Unix seconds.
                    format: int64
                    type: integer
                  input_file_id:
                    description: ID of the uploaded JSONL input file.
                    type: string
                  metadata:
                    additionalProperties:
                      type: string
                    description: Metadata supplied at creation.
                    type: object
                  model:
                    description: Model resolved for the batch.
                    type: string
                  object:
                    description: Object type, always batch.
                    type: string
                  output_file_id:
                    description: >-
                      ID of the JSONL file holding successful responses, set
                      once the batch completes.
                    type: string
                  request_counts:
                    $ref: '#/components/schemas/PublicBatchRequestCounts'
                    description: Per-line progress counters.
                  status:
                    description: Current batch status.
                    enum:
                      - validating
                      - in_progress
                      - finalizing
                      - completed
                      - failed
                      - expired
                      - cancelling
                      - cancelled
                    type: string
                  usage:
                    $ref: '#/components/schemas/PublicBatchUsage'
                    description: Token usage summed over the successful lines.
                required:
                  - id
                  - object
                  - endpoint
                  - input_file_id
                  - completion_window
                  - status
                  - created_at
                  - request_counts
                type: object
          description: Batch created. Poll or list it until it reaches a terminal status.
        '400':
          content:
            application/json:
              schema:
                type: object
                additionalProperties: false
                properties:
                  error:
                    $ref: '#/components/schemas/APIError'
                required:
                  - error
          description: >-
            Invalid body, unsupported endpoint, completion window other than
            24h, or an input file that is missing the batch purpose.
        '401':
          content:
            application/json:
              schema:
                type: object
                additionalProperties: false
                properties:
                  error:
                    $ref: '#/components/schemas/APIError'
                required:
                  - error
          description: Missing, invalid, expired or revoked API key.
        '404':
          content:
            application/json:
              schema:
                type: object
                additionalProperties: false
                properties:
                  error:
                    $ref: '#/components/schemas/APIError'
                required:
                  - error
          description: The input file does not exist in the caller's projects.
        '500':
          content:
            application/json:
              schema:
                type: object
                additionalProperties: false
                properties:
                  error:
                    $ref: '#/components/schemas/APIError'
                required:
                  - error
          description: An internal error occurred.
      x-code-samples:
        - label: Node.js
          lang: typescript
          source: |-
            const batch = await orq.batches.create({
              inputFileId: "file-abc123",
              endpoint: "/v1/chat/completions",
              completionWindow: "24h",
            });
components:
  schemas:
    PublicBatchExpiresAfter:
      additionalProperties: false
      properties:
        anchor:
          description: Point the lifetime starts from. Defaults to created_at.
          enum:
            - created_at
          type: string
        seconds:
          description: Lifetime of the file, in seconds.
          format: int64
          type: integer
      required:
        - seconds
      type: object
    PublicBatchErrors:
      additionalProperties: false
      properties:
        data:
          description: Errors that stopped the batch.
          items:
            $ref: '#/components/schemas/PublicBatchError'
          type:
            - array
            - 'null'
        object:
          description: Object type, always list.
          type: string
      required:
        - object
        - data
      type: object
    PublicBatchRequestCounts:
      additionalProperties: false
      properties:
        completed:
          description: Lines that completed successfully.
          format: int64
          type: integer
        failed:
          description: Lines that failed.
          format: int64
          type: integer
        total:
          description: Lines in the input file.
          format: int64
          type: integer
      required:
        - total
        - completed
        - failed
      type: object
    PublicBatchUsage:
      additionalProperties: false
      properties:
        input_tokens:
          description: Input tokens over the successful lines.
          format: int64
          type: integer
        input_tokens_details:
          $ref: '#/components/schemas/PublicBatchUsageInputTokenDetails'
        output_tokens:
          description: Output tokens over the successful lines.
          format: int64
          type: integer
        output_tokens_details:
          $ref: '#/components/schemas/PublicBatchUsageOutputTokenDetails'
        total_tokens:
          description: Input and output tokens combined.
          format: int64
          type: integer
      required:
        - input_tokens
        - input_tokens_details
        - output_tokens
        - output_tokens_details
        - total_tokens
      type: object
    APIError:
      additionalProperties: false
      properties:
        code:
          type:
            - string
            - 'null'
        failures: {}
        message:
          type: string
        param:
          type:
            - string
            - 'null'
        type:
          type: string
      required:
        - message
        - type
        - param
        - code
      type: object
    PublicBatchError:
      additionalProperties: false
      properties:
        code:
          description: Machine-readable error code.
          type: string
        line:
          description: Input file line the error refers to, when it is line-specific.
          format: int64
          type: integer
        message:
          description: Human-readable error message.
          type: string
        param:
          description: Request field the error refers to, when it is field-specific.
          type: string
      required:
        - code
        - message
      type: object
    PublicBatchUsageInputTokenDetails:
      additionalProperties: false
      properties:
        cached_tokens:
          description: Input tokens served from the provider cache.
          format: int64
          type: integer
      required:
        - cached_tokens
      type: object
    PublicBatchUsageOutputTokenDetails:
      additionalProperties: false
      properties:
        reasoning_tokens:
          description: Output tokens spent on reasoning.
          format: int64
          type: integer
      required:
        - reasoning_tokens
      type: object
  securitySchemes:
    ApiKey:
      type: http
      scheme: bearer
      bearerFormat: JWT

````

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