Subquadratic vs Hatzify
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 Hatzify
| Detail | 
Subquadratic | 
Hatzify |
|---|
| What it does | Efficiency is Intelligence
| AI and automation consultancy that runs SEO as a weekly loop on your search data
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| Stage | Startup
| Not given
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| Founded | Not given
| Not given
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| Based in | US
| AU
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| Pricing model | Paid
| Contact for pricing
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| Pricing | Free 100M tokens for new users. $0.04 per 1M tokens for input tokens.
| Fixed monthly scope quoted after a free scoping conversation, sized to business needs
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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
| - Weekly automated content and technical optimization loop
- Weekly performance measurement and reporting
- Optimization for AI answer engines like ChatGPT and Google AI Overviews
- Page structure and technical signals for AI citation
- Works on existing websites without rebuild required
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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
| - Built and proven on Hatzify's own website first
- No guarantees of rankings but commitment to measurement and transparency
- Family-run consultancy with small team approach
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 52 ▲ +1 (up) since last check | 36 ● no change since last check |
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| Trust Flow (Majestic) | 17 | 0 |
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| Citation Flow (Majestic) | 37 | 8 |
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| Referring domains (Majestic) | 654 | 4 |
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6 details filled in for both companies.
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