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Subquadratic vs GRILLR

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 GRILLR
DetailSubquadratic logo SubquadraticGRILLR logo GRILLR
What it doesEfficiency is Intelligence The accountability partner for founders that stress-tests ideas, builds personalized business plans, and grades your work PASS or FAIL
StageStartup Startup
FoundedNot given 2026
Based inUS AE
Pricing modelPaid Freemium
PricingFree 100M tokens for new users. $0.04 per 1M tokens for input tokens. Free trial: 75 credits per day for 7 days, no credit card required. GRILLR Pro: $24.95 per month with 250 credits per day. GRILLR Max: $84.95 per month with 1,000 credits per day.
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
  • Personalized step-by-step business plan
  • Idea stress-testing with sharp questions
  • PASS or FAIL grading on submitted work
  • Visual business canvas with connected nodes
  • Market research and competitor checks
  • Dated tasks with deadlines
  • Check-ins and streak tracking
  • Investor-ready deliverables and exports
  • Website hosting and publishing tools
  • Multiple active projects support
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
  • Structured accountability system that demands proof before marking tasks complete
  • Tailored execution plans based on your specific constraints and business model
  • Available 24/7 without ego or hourly rate unlike human mentors
  • Free core accountability loop with no credit card required to start
Community votes00
DR (Domain Rating by Ahrefs)52 no change since last check3 no change since last check
Trust Flow (Majestic)173
Citation Flow (Majestic)3720
Referring domains (Majestic)65425

7 details filled in for both companies.

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