Symbioza
From $10 onceActively maintained
- Is it safe? Its policy says it does not train on your data.See ↓
- Is it free? From $10 once · pricing page, read Oct 26, 2026See ↓
- What else does this?
Together AI
Modal
Fireworks AISee ↓
not read yet
Use
- For
- people whose AI agent needs more compute than a laptop for training, evaluation or batch jobs
- Price
- From $10 oncepricing page, read Oct 26, 2026
- Activity
- Actively maintainedrelease 3 weeks ago · site updated 3 weeks ago
- 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
- Has an MCP server (1 in the registry)public registry →
- Publishes llms.txt, a file written for AI assistantssymbioza.dev ↗
- Trains on your dataNoprivacy policy ↗
“We do not use your data, your code or your artifacts to train models.”
privacy policy ↗
These are Symbioza's own statements, read from its pages. We did not audit them. A line that is missing was not found on the pages we read; it does not mean the practice is absent.
- MCP serverdev.symbioza/symbiozaverified in the MCP registry
- Stateanswers, requires sign-inchecked 2026-10-26
- Address to connectsymbioza.dev/mcp
This card as JSON, for your agent →
Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.
Figure and bar: visits/mo, estimate · year: online since
- #1
Together AI
Runs open-source language models with serverless inference, batch processing, and GPU clusters.
32.7kActive2022 - #2
Modal
Runs inference, training, and batch processing workloads on GPUs with instant autoscaling and sub-second cold starts.
52.1kActiveFrom $250/mo - #3
Fireworks AI
Hosts open-weight language and image models for fast inference via API, with fine-tuning and dedicated GPU deployments.
8.7kActiveFrom $0.01 per use - #4
Thinking Machines Lab
Provides Tinker, an API for fine-tuning open-weight language models with LoRA while the lab runs the distributed training infrastructure.
59.5kActiveFrom $0.33 per use2025 - #5
GMI CloudMCP · sign-in
Runs AI model inference and agents on serverless or dedicated GPU infrastructure with automatic scaling.
19.7kActiveFrom $2.60 per use
Not it? Say what you need
betaThree tools from the Atlas for the job you describe, each with what fits and what does not.
No notes yet. What do you use Symbioza for?
Sign in to leave a noteWhat is Symbioza?
Runs your training, evaluation or batch inference jobs on rented cloud GPUs, requested from an assistant under a set spending cap. It is listed in the Atlas under LLM operations.
Who is Symbioza for?
people whose AI agent needs more compute than a laptop for training, evaluation or batch jobs
How much does Symbioza cost?
Paid plans start at $10 once, per Symbioza's pricing page on 2026-10-26.
Is Symbioza free?
No. Its pricing page showed no free plan on 2026-10-26.
Do people use Symbioza?
Little sign of use.
Is Symbioza still maintained?
Actively maintained: release 3 weeks ago · site updated 3 weeks ago.
Does Symbioza train AI on your data?
No, per its privacy policy (2026-10-26): “We do not use your data, your code or your artifacts to train models.”
Is Symbioza safe?
We do not audit vendors. What Symbioza publishes, read 2026-10-26: on training with your data, “We do not use your data, your code or your artifacts to train models.”.
What are alternatives to Symbioza?
In LLM operations, by use: Together AI, Modal, Fireworks AI, Thinking Machines Lab, GMI Cloud.
How we read a tool
No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.
- Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
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