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VerifAI

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AI-driven suite for speeding up software and hardware verification by auto-generating tests, tuning simulations, and clustering bugs.

What it does

VerifAI offers a set of AI tools aimed at engineering verification teams, combining multiple LLMs and reinforcement learning to generate tests and code, optimize simulation inputs, and automatically cluster related bugs from logs. Its products span software test generation, hardware/software simulation coverage optimization, and debugging support, and it also offers a general multi-model comparison tool.

Core features

TestGuru: generates tests and code, tuned on a team's own codebase
SimulationGuru: reinforcement-learning-based stimulus optimization to boost simulation coverage and speed
DebugGuru: clusters similar bugs from logs using multiple LLMs
MultiLLM: compares outputs from several LLMs to surface the best answer
Claimed reduction in simulation/execution time of over 40%
Applicable to both software and hardware verification workflows

Best for

Chip design teams reducing regression and simulation time
Software teams generating unit tests without manual authoring
Engineering teams clustering and triaging bugs from large log volumes