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Subquadratic vs Gradient Labs

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 Gradient Labs
DetailSubquadratic logo SubquadraticGradient Labs logo Gradient Labs
What it doesEfficiency is Intelligence AI agents for financial services customer operations
StageStartup Startup
FoundedNot given 2024
Based inUS GB
Pricing modelPaid Contact for pricing
PricingFree 100M tokens for new users. $0.04 per 1M tokens for input tokens. Outcomes-based pricing model where customers pay only for successful query resolutions. Integration options include day 1 value on Intercom, Zendesk or Freshdesk, typically delivering 20-50% resolution rate for easiest queries, or more comprehensive integration achieving 80-90% handling time automat
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
  • End-to-end dispute automation with evidence gathering and chargebacks
  • Collections agent for account arrears with personalized outreach
  • KYB automation with document verification and business checks
  • Insurance claims intake and processing
  • Customer service agent with conversation memory and action execution
  • Procedural agent controlled in plain language without coding
  • Built-in financial services compliance guardrails
  • Omnichannel support across phone, chat, email, SMS and social
  • Real-time monitoring and performance tracking
  • Multi-language support with same quality and compliance
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
  • Full operational depth covering back-office work that other AI agents avoid
  • Consistently higher CSAT than human teams with 98% customer satisfaction
  • No platform fees - pay only for successful query resolutions
  • Seamless integration with existing platforms without replatforming
Community votes00
DR (Domain Rating by Ahrefs)51 −1 (down) since last check55 no change since last check
Trust Flow (Majestic)1711
Citation Flow (Majestic)3737
Referring domains (Majestic)654458

7 details filled in for both companies.

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