Subquadratic vs Lightrun
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 Lightrun
| Detail | 
Subquadratic | 
Lightrun |
|---|
| What it does | Efficiency is Intelligence
| AI agents with operational context to prevent and resolve failures across enterprise software, systems, and processes
|
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| Stage | Startup
| Established
|
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| Founded | Not given
| 2019
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| Based in | US
| Not given
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| Pricing model | Paid
| Not given
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| Pricing | Free 100M tokens for new users. $0.04 per 1M tokens for input tokens.
| Free Plan at $0 with limited Lightrun AI SRE features; Pro and Enterprise plans available at custom pricing by contacting sales.
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| 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
| - AI agents with operational context across software, systems and business processes
- Custom agents tailored to enterprise landscape including legacy services
- Approval gates and confidence thresholds for agent actions
- Enterprise compliance with ISO 27001 and SOC 2 Type II certification
- TLS 1.3 encryption in transit and AES-256 encryption at rest
- Dynamic telemetry and performance metrics collection
- Multi-instance debugging for Kubernetes and Serverless
- IDE plugins for IntelliJ, PyCharm, WebStorm and VS Code
- PII redaction and data privacy controls
- Reduced MTTR from hours to minutes
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| 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
| - Only platform combining AI agents with full operational context of enterprise systems
- Reduces incident resolution time by 90%
- Works across legacy systems, SAP and modern platforms
- 763% ROI and $5.62M NPV over three years
- Enterprise-grade security with logical tenant separation and AI sandboxes
|
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 51 ▼ −1 (down) since last check | 65 ● no change since last check |
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| Trust Flow (Majestic) | 17 | 14 |
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| Citation Flow (Majestic) | 37 | 35 |
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| Referring domains (Majestic) | 654 | 569 |
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5 details filled in for both companies.
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