ActionJina AIUpdated May 2026

How do I generate Jina embeddings?

Short answer: Drop the "Jina AI → Jina Embeddings" action anywhere in your workflow, map the inputs from upstream nodes, and publish.

Use this action All 3 Jina AI actions

Inputs

The fields this action accepts.

Every field can be mapped from an upstream trigger, AI step, table row, or hard-coded literal.

Field	Type	Required	Description
Embedding Model model	options	Required	Which embedding model to use
Text text	string	Required	Text to embed

Sample request

{
  "model": "{{trigger.model}}",
  "text": "{{trigger.text}}"
}

Returns

{
  "data": [
    {
      "index": 0,
      "embedding": [
        0.0123,
        -0.0456
      ]
    }
  ],
  "model": "jina-embeddings-v3",
  "usage": {
    "total_tokens": 5,
    "prompt_tokens": 5
  }
}

Use these fields in downstream nodes for routing, logging, or error handling.

Triggered by

Apps that pair well as the trigger for Jina Embeddings.

Any of these apps can fire this action as part of a workflow.

Google Sheets → Jina AI

2 Google Sheets triggers

HubSpot → Jina AI

18 HubSpot triggers

FAQ

Questions about Jina Embeddings.

What does the Jina Embeddings action do in Jina AI?

Generates embeddings using jina-embeddings-v3 — 1024d multilingual embeddings, strong on the MTEB leaderboard. For RAG vector generation in workflows that need solid retrieval accuracy across many languages.

What inputs does Jina Embeddings require?

Required: Embedding Model, Text. Every input accepts a static value or a variable from any upstream node in your workflow.

Can I use dynamic inputs from earlier workflow nodes?

Yes. Any field on this action can pull values from upstream nodes, whether that's a form response, a trigger payload, an AI output, or a lookup result.

What happens if Jina AI returns an error?

The workflow pauses on the failed node, the error message is captured in the run log, and you can retry the run with one click. Auto-retry policies are configurable per workflow with exponential backoff up to 5 attempts.

Does Jina Embeddings support batch operations?

Yes. Run Jina Embeddings inside a Loop node to process arrays. Tiny Command handles Jina AI's rate limits automatically so you don't have to throttle manually.

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