ActionWriterUpdated September 2026

How do I generate embeddings with Writer's Palmyra-Embedding?

Short answer: You can create embedding in Writer by hand from its own interface, but it won’t repeat itself. On TinyCommand, add the Writer Create Embedding 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.

Create Embedding in Writer — start free All 3 Writer actions

Create Embedding in Writer — 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
Model model	options	Optional	Model. Options: Palmyra Embedding
Text input	string	Required	Text (required)

Sample request

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

Returns

{
  "data": [
    {
      "index": 0,
      "embedding": [
        0.012
      ]
    }
  ],
  "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 Create Embedding.

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

Google Sheets → Writer

2 Google Sheets triggers

HubSpot → Writer

18 HubSpot triggers

FAQ

Questions about Create Embedding.

What does the Create Embedding action do in Writer?

Generates vector embeddings using Writer's Palmyra-Embedding model. Use for enterprise RAG pipelines where you want a single vendor for generation and embeddings.

What inputs does Create Embedding require?

Required: 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 Writer returns an error?

The run history shows the failed step with its input and the error message Writer 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 Create Embedding support batch operations?

Run Create Embedding 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 Writer's rate limits.

More actions

Other Writer actions.

Action

Chat Completion

Chat with Palmyra models from Writer, the enterprise content-generation platform tuned for brand voice, on-prem knowledge, and compliance use cases. OpenAI-compatible request shape.

Action

Detect AI Content

Scores a block of text for the likelihood it was AI-generated, using Writer's classifier. Useful for content moderation, plagiarism workflows, or pre-publish review.

Create Embedding in Writer — start free