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Tensorant vs Ukiyo

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Tensorant compared with Ukiyo
DetailTensorant logo TensorantUkiyo logo Ukiyo
What it doesFine-tune and serve open-weight models on your own cloud GPUs without managing ML infrastructure Rent GPU compute with a prepaid budget
StageNot given Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelFreemium Paid
PricingFree: $0 (1 training run per month, 1 model deployment, 1 member); Starter: $49/month (5 training runs per month, 5 model deployments, 1 member); Pro: $199/month (unlimited training runs, 1,000 model deployments, 10 included members, $30/month for each extra seat); Enterprise: custom pricing. Free i Rentals start at $5. Pricing varies by GPU model and availability. Hourly rates are shown at checkout with budget and estimated runtime calculated for the selected configuration.
Key features
  • Train models with SFT, DPO, or RL using LoRA or QLoRA
  • Monitor training with real-time loss, time and cost tracking
  • Evaluate models by comparing base and tuned performance
  • Serve models as OpenAI-compatible API or wake-on-demand
  • Support for vision models including Gemma 4 and Qwen3.8
  • DPO preference learning from paired answers
  • Run budget-controlled experiments with hour and price limits
  • Download adapters as standard LoRA files or publish to Hugging Face
  • Live GPU catalog with current inventory and pricing
  • Payment via x402 v2 or MPP without account signup
  • API, CLI, MCP server, and Agent Skill automation tools
  • SSH and Jupyter access to instances
  • Clean Ubuntu environment with NVIDIA CUDA preinstalled
  • Budget-based rental with transparent hourly pricing at checkout
  • Live ghost/stall fallback for failed provider instances
  • Money-back guarantee if GPU cannot be started
What makes it different
  • No training scripts required; workflow runs in console, CLI or via AI agent
  • GPU costs billed by your provider with zero markup from Tensorant
  • Data stays in your own storage; Tensorant keeps only workflow records
  • Free plan covers complete workflow on one model from import to API
  • Models are downloadable and portable to other platforms
  • No account required for agent payments via blockchain protocols
  • Flexible budget-based rental with live pricing
  • Multiple automation interfaces for developers
  • Telegram-based guided rental flow
  • Instant provisioning after payment with credentials delivered in minutes
Community votes00
DR (Domain Rating by Ahrefs)Not checked yet no change since last checkNot checked yet
Trust Flow (Majestic)00
Citation Flow (Majestic)1613
Referring domains (Majestic)31

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