ActionWriterUpdated June 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
Inputs

The fields this action accepts.

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

FieldTypeRequiredDescription
Model
model
optionsOptionalModel. Options: Palmyra Embedding
Text
input
stringRequiredText (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.

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 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 Create Embedding support batch operations?
Yes. Run Create Embedding inside a Loop node to process arrays. TinyCommand handles Writer's rate limits automatically so you don't have to throttle manually.
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