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- Fireworks Embeddings
ActionFireworks AIUpdated May 2026
How do I generate embeddings via Fireworks?
Short answer: Drop the "Fireworks AI → Fireworks Embeddings" action anywhere in your workflow, map the inputs from upstream nodes, and publish.
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.
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 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 Fireworks Embeddings support batch operations?
Yes. Run Fireworks Embeddings inside a Loop node to process arrays. Tiny Command handles Fireworks AI's rate limits automatically so you don't have to throttle manually.
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.
ActionList Fireworks Models
Returns the Fireworks model catalog with pricing. Useful for model-selection workflows and for per-model cost calculations.
Send fireworks embeddings from your workflows.
Triggered by anything in the catalog. Free tier available. No credit card.