ActionFireworks AIUpdated September 2026

How do I generate embeddings via Fireworks?

Short answer: You can fireworks embeddings in Fireworks AI by hand from its own interface, but it won’t repeat itself. On TinyCommand, add the Fireworks AI Fireworks 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.

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

Fireworks Embeddings in Fireworks 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": "nomic-ai/nomic-embed-text-v1.5",
  "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 Fireworks Embeddings.

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

Google Sheets → Fireworks AI

2 Google Sheets triggers

HubSpot → Fireworks AI

18 HubSpot triggers

FAQ

Questions about Fireworks Embeddings.

What does the Fireworks Embeddings action do in Fireworks AI?

Generates embeddings from Fireworks-hosted models (BGE, GTE, sentence-transformers). For RAG-pipeline vector generation at competitive pricing.

What inputs does Fireworks 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 Fireworks AI returns an error?

The run history shows the failed step with its input and the error message Fireworks 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 Fireworks Embeddings support batch operations?

Run Fireworks 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 Fireworks AI's rate limits.

More actions

Other Fireworks AI actions.

Action

Fireworks Chat Completion

Runs chat completion against Fireworks-hosted open-source models. Notable for Firefunction V2 — Fireworks's fine-tuned Llama for reliable function calling. OpenAI-compatible shape.

Action

List Fireworks Models

Returns the Fireworks model catalog with pricing. Useful for model-selection workflows and for per-model cost calculations.

Fireworks Embeddings in Fireworks AI — start free