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Tokonomics vs Petabyte

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

Tokonomics compared with Petabyte
DetailTokonomics logo Tokonomics Petabyte
What it doesBudget-first AI cost metering proxy for any stack Deploy GPU applications on supported community hardware and cloud capacity
StageStartup Startup
Founded2025 2026
Based inCA SA
Pricing modelFreemium Paid
PricingFree: $0/month with 100 API calls/month, 1 seat, basic analytics, 30-day retention. Pro: $49/month with unlimited API calls, 5 seats, full analytics, hard spending caps, 90-day retention. 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
  • Real-time cost tracking with per-model and per-tag breakdowns
  • Budget alerts via email, Slack, or Teams at configurable thresholds
  • Hard spending caps that block requests with 429 response
  • Rate limiting with sliding window per API key
  • Support for 9 LLM providers and 60+ models
  • Analytics dashboard with daily spend charts and latency metrics
  • Works with any programming language via HTTP proxy
  • AES-256 encryption for provider API keys with BYOK model
  • 90-day data retention on Pro plan
  • Tag-based cost attribution by team, feature, or customer
  • 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
  • Minimal 31ms proxy overhead, only 3.6% latency impact on typical calls
  • No SDKs required, works with any HTTP client out of the box
  • Never stores prompts or completions, only billing metadata
  • Hard spending caps enforced by Redis to prevent overspend
  • 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)28 no change since last check2 +1 (up) since last check
Trust Flow (Majestic)53
Citation Flow (Majestic)1924
Referring domains (Majestic)6931

8 details filled in for both companies.

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