# Symbioza (symbioza.dev)

Runs your training, evaluation or batch inference jobs on rented cloud GPUs, requested from an assistant under a set spending cap.

- Atlas card: https://inite.ai/en/atlas/symbioza.dev
- Site: https://symbioza.dev
- For: people whose AI agent needs more compute than a laptop for training, evaluation or batch jobs
- Categories: llmops
- Use 0/100 · alive 100/100

## Used for

- fine-tune a model on cloud GPUs and keep weights and logs
- score a dataset by batch inference from a URL
- run an evaluation suite and return metrics as JSON

## Price

- from 10 USD/one-time, no free plan (read 2026-10-26 on https://symbioza.dev/pricing)

## For developers

- MCP server: dev.symbioza/symbioza (namespace; auth on 2026-10-26)
- Read 2026-10-26

## MCP server, measured daily

Server: https://symbioza.dev/mcp, checked every day since 2026-10-26 (7 checks).

- Answered: 100% of daily checks
- Median first answer: 504 ms
- Sign-in: OAuth (the client signs the user in)
- Method: https://inite.ai/en/atlas/mcp/report

## Your data

- Certifications stated: none
- Training on your data: no (https://symbioza.dev/privacy)
- Read 2026-10-26

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Source: INITE Atlas, https://inite.ai/en/atlas/symbioza.dev. JSON: https://inite.ai/api/atlas/symbioza.dev. MCP: https://inite.ai/api/mcp (atlas_lookup).