
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.
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.
IDS-FPGA Latest Press Release
Agnisys showcases next-generation EDA solutions at DAC 2025, including IDesignSpec Suite v9, IDS-FPGA Launch, AI² and IDS-Integrate Enhancements.
Recent Blog Posts and News

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AI**² Revolutionizing Hardware Verification