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Benchmarks built for work that has consequences.
Compare how leading AI models perform across realistic software engineering, financial reasoning, and legal analysis tasks.
Alpheva SWE: Software Engineering Benchmark
Software engineering agents in real repositories.
Alpheva SWE evaluates autonomous coding agents across repository navigation, implementation, testing, debugging, and review. It measures whether an agent can recover from errors and complete a verified workflow in a versioned environment.
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GPT-6 Astra Max 
Claude Fable 5.1 Max 
Kimi K3 Max 
Qwen 3.8 Max Alpheva Finance: Financial Reasoning Benchmark
Financial reasoning under incomplete information.
Alpheva Finance evaluates how models interpret primary filings, construct defensible assumptions, revise analysis as evidence changes, and communicate uncertainty while following professional accounting standards.
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DeepSeek V4 Pro 
Gemini 3.1 Pro 
Grok 4.3 Alpheva Legal: Legal Reasoning Benchmark
Legal reasoning across evolving matters.
Alpheva Legal evaluates how models identify controlling issues, apply authorities to the record, revise conclusions as facts and arguments change, and ground legal work in text and visual evidence across multi-stage matters.
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Muse Spark 1.3 xHigh Work with Alpheva
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