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GPU Outlet vs Together AI: Pricing, Specs, Strengths & Weaknesses

Side-by-side comparison of GPU compute pricing, regions, billing models, and strengths for GPU Outlet and Together AI. Rates sourced from public APIs — verify current availability and billing terms before purchasing.

Overview

Provider type
Marketplace
Specialist
Founded
2022
2022
Headquarters
United States
San Francisco, CA
Billing model
On-demand
Per-token (inference), On-demand / Reserved (GPU cloud)
Min commitment
None
None
Support tier
Basic
Community → Enterprise
Regions
1 regions
2 regions

Strengths & Best For

GPU Outlet

GPU Outlet is a GPU rental marketplace offering H100, A100, and RTX 4090 instances at affordable spot and on-demand prices, making it a cost-effective option for AI training, LLM fine-tuning, and rendering workloads on a budget. The marketplace model surfaces a wide range of GPU SKUs with competitive pricing for teams that prioritize cost. Per-second billing and no minimum commitment make it easy to run short training jobs without overpaying.

Strengths
  • Competitive spot and on-demand pricing
  • H100, A100, RTX 4090 availability
  • Per-second billing with no minimum commitment
  • Wide GPU selection via marketplace model
Weaknesses
  • Marketplace model — hardware quality varies by host
  • No enterprise SLAs or uptime guarantees
  • Limited support resources
Best For
Budget AI training and fine-tuningShort-term GPU rentalsCost-sensitive experimentation
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Together AI

Together AI is a full-stack AI platform combining a high-throughput inference API (200+ open-source models), dedicated GPU clusters (H100 SXM, A100), and a managed fine-tuning service. Together MoE optimization cuts costs on large mixture-of-experts models. Function calling and JSON mode across all major models. Fine-tuning: LoRA and full fine-tune for Llama, Mistral, and Qwen. GPU cloud: H100 SXM and A100 clusters for large-scale training. Check api.together.ai/models for current per-token rates.

Strengths
  • 200+ open-source models — wide inference API catalog
  • Llama 4 Scout — competitive frontier-open pricing
  • Together MoE optimization reduces cost on large MoE models
  • Managed fine-tuning: LoRA and full fine-tune for Llama, Mistral, Qwen
  • Function calling and JSON mode across all major models
  • GPU cloud + inference API from one vendor
Weaknesses
  • GPU cloud side less polished than pure-play providers like CoreWeave
  • Inference API latency trails Fireworks and Cerebras on speed benchmarks
  • Enterprise SLAs require custom contracts — not self-serve
Best For
Teams wanting inference API + GPU training from one vendorFine-tuning Llama, Mistral, or Qwen at scaleCost-conscious teams replacing OpenAI with open-source modelsResearchers needing broad model access without self-hosting
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Region Coverage

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Key differences

GPU Outlet

Budget GPU rental marketplace — H100, A100, RTX 4090 at spot and on-demand prices

Together AI

Full-stack AI platform — 200+ models, GPU cloud, fine-tuning, and Together MoE optimization

AttributeGPU OutletTogether AI
Provider typemarketplacespecialist
Billing modelOn-demandPer-token (inference), On-demand / Reserved (GPU cloud)
Min commitmentNoneNone
Regions1 (US)2 (US-East, US-West)
Support tierBasicCommunity → Enterprise
Best forBudget AI training and fine-tuning, Short-term GPU rentalsTeams wanting inference API + GPU training from one vendor, Fine-tuning Llama, Mistral, or Qwen at scale
Founded / HQ2022 · United States2022 · San Francisco, CA