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Octuo vs Subquadratic

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

Octuo compared with Subquadratic
Detail OctuoSubquadratic logo Subquadratic
What it doesA personal assistant that coordinates your AI tools, agents and outside services Efficiency is Intelligence
StageStartup Startup
Founded2025 Not given
Based inNot given US
Pricing modelPaid Paid
PricingPlans start at $20 USD per month with credit-based usage. New accounts receive 1,000 OC trial credits once per person with no card required. Additional credit packs available. Free 100M tokens for new users. $0.04 per 1M tokens for input tokens.
Key features
  • Hand work to coding agents like Claude Code and Codex
  • Interactive Canvas views for checklists, trackers and dashboards
  • Long-running tasks that continue across sessions
  • Visible memory graph you can browse and edit
  • Encrypted Secrets Vault for credentials and API keys
  • Choice of AI models from multiple providers
  • 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
What makes it different
  • Coordinates multiple AI tools and agents in one interface
  • Keeps credentials encrypted and away from language models
  • Tasks continue running across sessions without closing conversations
  • Transparent memory and audit logs for all actions
  • Works on Mac with direct access to files, apps and browser
  • 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
Community votes00
DR (Domain Rating by Ahrefs)2 no change since last check52 no change since last check
Trust Flow (Majestic)817
Citation Flow (Majestic)2437
Referring domains (Majestic)29654

6 details filled in for both companies.

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