ActionJina AIUpdated September 2026

How do I generate Jina embeddings?

Short answer: You can jina embeddings in Jina AI by hand from its own interface, but it won’t repeat itself. On TinyCommand, add the Jina AI Jina Embeddings action to a workflow, map its 2 inputs from any upstream app, and it runs automatically every time the trigger fires. No code, and a free tier to start.

Jina Embeddings in Jina AI — start free All 3 Jina AI actions

Jina Embeddings in Jina AI — start free

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 run history shows the failed step with its input and the error message Jina AI returned, so you can fix the input and run the workflow again. Automatic retries are built into HTTP steps only, where you can also set your own retry count and delay.

Does Jina Embeddings support batch operations?

Run Jina Embeddings inside a loop to process each item in an array. TinyCommand does not throttle calls for you, so for large arrays add a Delay step if you need to stay within Jina AI's rate limits.

More actions

Other Jina AI actions.

Action

Jina Reader (URL → LLM-ready)

Fetches any URL and returns cleaned-text Markdown ready to drop into an LLM prompt. Handles JS-rendered pages, strips ads/nav, preserves structure. The distinctive Jina feature.

Action

Jina Rerank

Second-stage reranker for RAG — takes a query and candidate documents, returns them re-scored by relevance using the cross-encoder. Significantly improves RAG answer quality vs single-stage retrieval.

Jina Embeddings in Jina AI — start free