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Together Compute vs Predibase

Side-by-side comparison of features, pricing, and ratings

Together Compute
Together Compute

Full-stack AI-native cloud for inference, fine-tuning, and GPU compute.

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Predibase
Predibase

Build and deploy custom LLMs with Predibase's fine-tuning platform.

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Pricing
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Paid
Plans
Pay-per-token (variable by model)
Contact for pricing (50% lower than serverless)
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$0/mo
$99/mo
$499/mo
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Popularity
4.6k views
6.8k views
Skill Level
Advanced
Intermediate
API Available
Platforms
APIWebCLI
WebAPICLI
Categories
⚙️ Developer Infrastructure
💻 Code & Development⚙️ Developer Infrastructure
Features
Serverless inference for open-source models
Batch inference scaling to 30B tokens per model
Dedicated model inference on custom hardware
Dedicated container inference for generative media
GPU clusters from self-serve to thousands of GPUs
AI Factory custom infrastructure at frontier scale
Sandbox development environments for AI apps
Managed storage with zero egress fees
Fine-tuning open-source models with research techniques
Model shaping using your data
Evaluations to measure model quality
Together Kernel Collection for faster pre-training
FlashAttention-4 kernel for accelerated attention
Model library with MiniMax, Qwen, GLM, DeepSeek, Llama 4
Fine-tune open-source LLMs (Llama 2, Mistral, etc.)
One-click deployment with autoscaling
Automated hyperparameter optimization
Model evaluation and version comparison
Low-latency inference endpoint
Custom training data loading from cloud storage
Per-request monitoring and logging
API access for integration
Data privacy (models stay within VPC)
Integrations
CodeSandbox SDK
Python
OpenAI-compatible API
GitHub
Hugging Face
Docker
Kubernetes
Prometheus
Grafana
AWS S3
Azure Blob
Google Cloud Storage
Llama 2
Mistral