Scalable Superintelligence Startup Deepinvent Delivers First AI Innovator

Startups and enterprises generate over 2,000 novel inventions in opening week

Deepinvent, a Silicon Valley startup developing a lightweight, scalable approach to superintelligence, has unveiled its first product, the world’s first AI Innovator designed to compress months of R&D into minutes for startups and enterprises. The system is the first AI to innovate on its own architecture and draft its own patent on the resulting innovation. Today, Deepinvent also announced another major milestone: users generated over 2,000 novel inventions in the first week of release. Its breakthrough architecture has already been adopted by organizations across semiconductors, biotech, aerospace, defense, pharma, energy, and more. Early adopters include startups, Fortune 500 companies, and leading research institutions.

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Deepinvent, a Silicon Valley startup developing a lightweight, scalable approach to superintelligence, has unveiled its first product, the world’s first AI Innovator designed to compress months of R&D into minutes for startups and enterprises. Founder and CEO Dr. Marcus Weller (middle), founder and CTO Aljo Rakita (left), and founder and Chief Legal Officer Mitch Weller (right) are leading the charge to accelerate innovation, with their breakthrough architecture already adopted by leaders in semiconductors, biotech, aerospace, defense, pharma, energy, and more. Within the first week of availability the AI Innovator platform generated over 2,000 novel inventions.

Developed by US Government adviser on AI and cognitive scientist Dr. Marcus Weller, Deepinvent marks a pivotal step in the evolution of AI—from systems that interpret the past to an architecture designed to predictively model and invent the future.

“Models up to now essentially summarize what already exists,” said Dr. Weller, Founder and CEO. “Our vision for Deepinvent is a kind of scalable superintelligence that leverages deep latent patterns in data to model future innovations and bring those ideas into the present for humanity to access today. It’s a fundamentally new approach to accelerating innovation.”

The Economic Engine of the Future

Deepinvent is not another chatbot or reasoning agent. It’s the first AI Innovator—an AI system built not to converse or plan, but to invent.

Unlike traditional R&D pipelines that require years and millions of dollars, Deepinvent compresses the entire innovation cycle—from concept to commercializable IP—into minutes. Starting with an idea, it analyzes billions of real-time data points from scientific literature and patent filings, identifies high-potential areas for innovation, and synthesizes breakthrough IP across nearly every domain of science and technology.

Innovation is the foundation of over $100 trillion in global GDP, yet the process remains slow, unpredictable, and prohibitively expensive. Most innovators still rely on serendipity or brute force, which makes progress very unevenly distributed. Deepinvent changes that by engineering and scaling serendipity. It democratizes invention, removes luck from the equation, and puts generative IP tools in the hands of innovators everywhere. The net effect is compressing years of R&D into minutes, leveling the playing field for access, and allowing an exponentially larger pool of talent to contribute to human progress and GDP.

Listen to Dr Weller on Bending the Curve of Progress with Deepinvent

“Our mission is to bring about new, more efficient paths to scalable superintelligence rooted in cognitive science,” said Dr. Weller. “Based on what we are observing, the fact that a single engineer can use Deepinvent to reinvent an industry in under an hour may be a glimpse of a new future, and perhaps a different kind of intelligence than we’ve seen before.”

More Than a Model: Built to Steepen the Curve of Human Progress

Deepinvent is more than a model. It is a brain-inspired innovation engine modeled on how human innovators think and reason. Deepinvent blends deep learning with cognitive heuristics to reason across disciplines, forecast breakthroughs, and generate inventions at the edge of human knowledge.

"Deepinvent is a new class of compound AI systems. It combines specialized models, tool use, and cognitive heuristics specifically developed to accelerate invention through emergent innovation behavior," said CTO Aljo Rakita.

How It Works

1. Idea to IP:

Users input an idea. Deepinvent surfaces all relevant literature, prior art, and market data to validate it.

2. Research & Whitespacing:

The platform builds a cross-disciplinary knowledge graph and identifies the most promising opportunity zones for innovation.

3. AI-Powered Innovation:

Deepinvent generates Breakthrough IP aligned with the whitespace. A proprietary algorithm rapidly evolves each idea into valuable solutions to real problems and drafts detailed patent disclosures with precision.

See Deepinvent GenerativeIP in action

The system is already powering breakthrough use cases—from neuromorphic chips and cancer treatments to next-gen renewable energy infrastructure and Alzheimer's treatments—accelerating product development timelines by an order of magnitude.

Availability

Deepinvent is now free to try in public beta.

About Deepinvent

Founded in 2025, Deepinvent is developing scalable superintelligence. Their first product is the first AI Innovator, designed to invent and advance breakthrough IP across any industry, compressing years of R&D into minutes.

Deepinvent transforms latent knowledge into predictive innovation, empowering startups, enterprises, and IP professionals to accelerate development, surface underexplored opportunity, and generate high-quality intellectual property at unprecedented speed and scale.

The company’s mission is to steepen the curve of human progress by placing the power of scalable superintelligence in the hands of innovators at the frontier to uplift global GDP by $10 trillion over the next decade.

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