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Subquadratic vs Cagebox

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

Subquadratic compared with Cagebox
DetailSubquadratic logo SubquadraticCagebox logo Cagebox
What it doesEfficiency is Intelligence An AI agent that works at its own desk
StageStartup Not given
FoundedNot given Not given
Based inUS ES
Pricing modelPaid Freemium
PricingFree 100M tokens for new users. $0.04 per 1M tokens for input tokens. Day pass: $5 one time (includes $10 model credits, 24 hours, 25 GB disk). Agent + Computer: $20/month (1 agent, 25 GB disk, bring your own API key). Agent + Computer + credits: $50/month (up to $200/month in model credits, $50 every 7 days, 1 agent, 25 GB disk).
Key features
  • 384K token context window
  • Multimodal input support
  • 100K tokens processed in less than a second
  • Structured output for direct code use
  • Subquadratic Sparse Attention algorithm for efficient compute
  • $0.04 per 1M tokens pricing
  • Customer content not used for model training
  • Data retention limited to 60 days
  • Real browser with desktop access
  • Live screen viewing and takeover
  • Private virtual machine per agent
  • Task scheduling and scripts
  • File management and downloads
  • Encrypted API key storage
  • Support for multiple AI model providers
  • Form filling and submission
What makes it different
  • First long-context decision model purpose-built for enterprise work
  • Frontier-level decision-making performance at 5-10x lower cost than frontier LLMs
  • Tied for #1 on Artificial Analysis Decision Index
  • Processes entire codebase or data room in single context window
  • Speeds agent reasoning from minutes to seconds
  • Each agent gets its own isolated virtual machine, not shared resources
  • Watch the agent work live and step in for human-only decisions
  • Communicate from anywhere via web chat or Telegram
  • No installation or setup required
Community votes00
DR (Domain Rating by Ahrefs)51 −1 (down) since last checkNot checked yet no change since last check
Trust Flow (Majestic)170
Citation Flow (Majestic)377
Referring domains (Majestic)6541

6 details filled in for both companies.

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