Cognichip Launches ACI Enterprise: Industry's First Full-Stack Intelligence Infrastructure for Chip Design

In a milestone shift for semiconductor engineering, Cognichip, the frontier lab building Artificial Chip Intelligence ACI™, today announced the availability of ACI Enterprise, the world's first full-stack intelligence infrastructure for chip design. ACI Enterprise enables engineers to move from idea to working designs faster, bringing software-like speed and scalability to hardware development.

After more than two years of R&D, ACI Enterprise is now operational across more than 40 engagements, including top semiconductor companies Renesas and SiTime. In a recent benchmark at a global top-20 fabless company, a single engineer using ACI processed a 55-page specification, completing micro-architecture, RTL design, functional verification, and power-performance-area (PPA) optimization for an advanced ASIC in just a few days. This work traditionally required a full front-end design team and roughly 4-5 months to complete.

"We made a fundamental bet that general-purpose LLM wrappers could never handle the rigor and mathematical precision required for hardware engineering. By building a full AI technology stack on natively architected, physics-grounded models, we are fully operationalizing AI for chip design — not for a task or a workflow, but for scaling the enterprise. Customers adopting ACI are compressing development cycles while protecting their core intellectual property."

— Faraj Aalaei, Founder & CEO of Cognichip

The commercial availability of Cognichip ACI Enterprise arrives as the global semiconductor industry faces a crisis point: advanced-node tape-outs now cost between $40 million and $100 million per run, while a projected shortage of over one million skilled chip designers by 2030 threatens global technological progress. With 95% of project time spent on execution rather than innovation, even the largest semiconductor companies face limits on how many new products they can pursue.

By establishing a new benchmark in autonomous hardware engineering, ACI transforms today's design organizations from task-bound to opportunity-led ones, enabling teams to focus on architectural exploration while freeing up capacity to build two to three times more chips per year.

ACI Enterprise Unlocks Four Industry-Firsts

1. Physics-informed foundation models, purpose-built for chip design

Unlike general-purpose LLMs that lack the training to effectively understand chip design problems, ACI models are grounded in semiconductor physics and trained on the industry's largest, IP-clean dataset under governance, developed by engineers who have collectively shipped hundreds of successful chips. Because design logic is built into the models themselves, rather than hand-crafted inside agentic wrappers, ACI offers unparalleled accuracy, convergence, and efficiency.

2. Full-stack intelligence infrastructure

ACI Enterprise delivers to customers a bleeding-edge AI technology stack that operates both above and below the models. Workflows, agent framework, context and memory, compute & inference, and proprietary data are combined into end-to-end intelligence, a self-learning flywheel. ACI Enterprise applies the right intelligence density to the right task, giving organizations native control over data residency, deployment, customization, and cost.

3. AI-native workflows — "The Model is the Design"

Cognichip ACI reimagines workflows for the AI-native design environment. ACI brings specifications, RTL, tests, constraints, and performance together in a living, evolving model, forming a connective tissue across design abstractions. ACI analyzes specs, generates and formally verifies RTL, drives verification through to closure, debugs and fixes issues, all while optimizing PPA to Pareto limits. Engineers can revisit decisions made on day one even on day 365, understand their impact, and adjust without starting over.

4. Hardware innovation at software speed for physical AI

Physical AI needs custom, low-latency edge silicon tuned to specific sensor and actuation workloads. ACI lowers the technical and financial barriers to building physical AI hardware, taking designs from idea to working FPGA implementation. Developers can now focus on their application, whether in 5G infrastructure, autonomous automotive systems, or industrial IoT, without being hampered by the traditional steep learning curves of FPGA design. ACI end-to-end design intelligence ensures that the entire value chain is synchronized, allowing a new generation of users to create sophisticated applications with software-like agility — from idea to bits.

Built for the Global Enterprise

ACI Enterprise has been architected from the ground up for the modern design environment and offers enterprise-grade security and compliance, including:

Zero-Trust IP Protection: Enterprise design 'alpha' — the proprietary architectural intuition that gives a chipmaker its competitive edge — remains strictly inside the customer's firewall rather than passing into third-party training pipelines.

Enterprise-Grade Compliance & Assurance: Validated by an independent SOC 2 Type II examination, featuring continuous control monitoring and zero-trust access controls (SSO/MFA) that satisfy rigorous enterprise audit standards.

Granular Client-Side Sovereignty: Empowers engineering teams to restrict data visibility with hardened multi-tenant separation by default and continuous workload monitoring.

ACI Enterprise enables engineering teams to scale chip development without compromising security or IP control. This infrastructure ensures seamless performance across global organizations while upholding the highest standards of data isolation and auditability.

Endorsed by Semiconductor Leaders

That momentum is already translating into measurable results for customers across the industry:

"Cognichip's ACI represents one of the most comprehensive approaches to bringing AI into the contemporary design environment — it simply 'speaks chip'. Cognichip's design system was able to demonstrate significant turnaround time improvements for our designs, from analyzing and improving specifications, to scoping out new features, to creating and verifying IPs. Importantly, ACI gives our teams the bandwidth to focus on architectural innovation rather than repetitive execution."

— Manoher Bommena, Vice President of Engineering at Renesas

"As the leader in precision timing, SiTime delivers the products that are the heartbeat of AI data centers, aerospace, industrial, and automotive applications. The design accuracy of these products simply cannot be compromised. Cognichip ACI Enterprise is a powerful design system for the digital section of our mixed-signal ICs. The self-optimizing digital logic resolves integration issues early and accelerates delivery of production-ready ICs."

— Fari Assaderghi, EVP of Engineering and Operations at SiTime

"Physical AI requires silicon that can evolve with changing application needs, and Altera FPGAs provide the flexibility of a reconfigurable architecture. Cognichip's novel approach with AI-native design highlights the potential to help developers bring physical AI concepts to Altera's programmable platforms more efficiently."

— Farhad Shafai, Head of Business Solutions at Altera

Availability

The Cognichip ACI Enterprise design system is currently available and in deployment by leading customers ranging from stealth startups to top-20 semiconductor companies. For more information, visit www.cognichip.ai/demo.