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Token Cut vs Petabyte

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

Token Cut compared with Petabyte
DetailToken Cut logo Token Cut Petabyte
What it doesIntelligent model routing that cuts LLM token costs and latency Deploy GPU applications on supported community hardware and cloud capacity
StageNot given Startup
FoundedNot given 2026
Based inNot given SA
Pricing modelPaid Paid
PricingPay-as-you-go with 1% service fee. Cheap Tasks: $0.000043–$0.000194 per reference request. Standard Tasks: $0.000225–$0.000838 per reference request. Reasoning Tasks: $0.00066–$0.0023 per reference request. Frontier Tasks: $0.0023–$0.0354 per reference request. Agentic Tasks: $0.0071–$0.0354 per ref One published price per GPU model in USD per GPU-hour. Hosts keep 90% of completed rental fees and Petabyte keeps 10%. A reservation holds funds, with final charges and returned balance following settlement after the run completes.
Key features
  • Automatic task classification with Jev decision model
  • Multi-provider model access (OpenRouter, Kie.ai, Replicate, fal.ai)
  • Lowest-price eligible model selection
  • Support for text, image, video and audio modalities
  • Budget limits and provider filtering
  • Transparent billing and cost tracking
  • Three question types: Choice, Score and Noul
  • Pay-as-you-go pricing with no subscription
  • Choose from available GPU hardware with published hourly rates
  • Review cost estimates before deployment starts
  • Start from ready-made template applications
  • Monitor workload lifecycle states, logs and outputs
  • Connect your own GPU hardware as a host
  • Escrow-based payment system for secure transactions
  • Support for inference model requests
What makes it different
  • Jev decision model automatically matches tasks to appropriate capability tiers instead of fixed frontier model routing
  • Reduces costs by up to 43.9% on illustrative workloads compared to fixed-model routing
  • Single API key for four different providers with unified billing
  • Works with multiple modalities and use cases like triage, classification and gating
  • Escrow payment ensures work is delivered before host is paid
  • Transparent pricing: all rates published upfront with no surprises
  • Minimal transaction fees: hosts keep 90% of rental earnings
  • Automatic refunds for failed rentals on platform side
Community votes00
DR (Domain Rating by Ahrefs)5 no change since last check2 +1 (up) since last check
Trust Flow (Majestic)43
Citation Flow (Majestic)1924
Referring domains (Majestic)1131

5 details filled in for both companies.

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