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AI² : Faster Smarter Hardware Verification using Agnisys AI

AI² (AI Square) is a solution that combines the power of Artificial Intelligence with deep hardware and software engineering expertise to transform verification workflows making them smarter, faster, and more productive.

Whether you’re verifying IP, subsystems, or full SoCs, AI² empowers you to turbocharge your verification process, reduce time-to-silicon, and eliminate bottlenecks with intelligent automation and predictive capabilities.

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Key Benefits​

Smarter Verification
Leverages AI models trained on real-world verification data to predict, optimize, and automate tasks.
Accelerated Time-to-Closure
Reduces simulation cycles, debug iterations, and test generation time by approximately 70%.
Seamless Integration
Easily integrates with existing EDA tools, UVM-based flows, and custom environments. Custom integration right in your familiar editor environments.
Intelligent Coverage Analysis
Automatically identifies coverage gaps and creates tests to close them faster.
AI-Generated Testbenches & Assertions
Auto-generates testbenches and assertions based on design specifications and historical data.

How AI² Works

  • Input your design specs (in natural language, spreadsheet, or register spec format).
  • AI² learns your design intent and past verification trends.
  • It auto-generates tests, assertions, coverage etc.
  • Continuously refines its suggestions based on simulation results and coverage metrics
  • You get faster signoff with fewer resources.
  • A seamless integration right in your favorite editor

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Key Advantages

  • Drastically reduces verification effort and cycle time
  • Minimizes human error by reasoning over design logic
  • Highlights contradictions or ambiguities in documentation
  • Keeps your ecosystem intact, integrating with your VIP and tools 
  • Enables verification-informed design with early feedback loops

The Agnisys AI Advantage

  • Semantic processing that understands engineering intent
  • Knowledge graph construction from registers to full-chip logic
  • LLM-powered generation using custom-trained models
  • Supports non-monotonic logic to resolve ambiguities
  • Beyond Automation: Understanding

Up to 70% of chip development time is consumed by verification. That bottleneck ends here. Meet AI² – the next-generation AI-powered solution that transforms verification from tedious manual processes to intelligent, automated reasoning.

The AI² Difference vs. Traditional Tools

Traditional Verification Tools

  • Simulate and test operational behavior
  • Rely on manually crafted tests and assertions
  • Track coverage; debug high-volume test cases
  • Generate code based on patterns

AI² Approach

  • Understand design intention via logic
  • Infer edge cases and interactions through reasoning
  • Highlight anomalies and design inconsistencies
  • Generate UVM by understanding design architecture

Ready to Transform Your Verification Process?

See how AI² brings speed, accuracy, and intelligence to hardware verification.

Upcoming Webinar On Verification Automation Using AI​

Join the Webinar

To explore this in detail, join Agnisys for the webinar “Verification Automation Using AI.”

This session will provide a deep technical look at how Agnisys AI² helps verification teams accelerate schedules, improve coverage quality, and scale verification for next-generation designs.

Date: March 31, 2026
Time: 15:00 JST & KST / 14:00 CST

Register for a webinar

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AI² Revolutionizing Hardware Verification​

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