Unconventional AI Valuation, Funding & Investors

Machxin Technology is a semiconductor company based in Shanghai, China, founded in 2026. The company designs integrated circuit chips and the software platforms that run on them. Its products are built around custom dynamic dataflow architectures aimed at AI workloads and edge-computing applications. The company targets automotive-grade inference hardware, matching chip layout to algorithms to improve scaling efficiency for transportation and other commercial uses. Revenue is expected to come from chip sales and related technical services.

SambaNova is a Palo Alto-headquartered enterprise AI company providing full-stack solutions from Reconfigurable Dataflow Unit silicon like the 2023 SN40L chip to software platforms including Samba Cloud for instant inference on models such as Llama and Qwen, SambaStack for on-premise deployments, and SambaManaged for efficient data center AI services deployable in 90 days.

Nscale is an AI infrastructure company and global hyperscaler that builds, owns, and operates data centers and high-density GPU clusters. The neocloud startup integrates everything from renewable power generation to hardware and orchestration software to support AI training, fine-tuning, and inference workloads for enterprises and governments. Unlike traditional cloud providers, Nscale builds and operates its own data centers in regions with abundant, low-cost renewable energy (e.g., hydropower in Norway, renewables in Texas). In West Virginia, the company even owns behind-the-meter natural gas power plants to insulate operations from local grid fluctuations.

FluidStack delivers a leading AI cloud platform with supercomputing infrastructure for AI labs, governments, and enterprises, serving clients like Mistral, Meta, and Black Forest Labs.

Crusoe is a Denver-headquartered developer and operator of energy-intensive computing infrastructure. The company was founded in 2018 and initially deployed modular data centers that convert stranded or flared natural gas into power for computing loads. It later expanded into cloud services, large-scale artificial-intelligence data-center development and vertically integrated power and computing infrastructure. Customers include artificial-intelligence developers, cloud users and enterprises requiring high-performance computing capacity. Revenue comes from cloud usage, data-center capacity and related infrastructure services. The business combines data-center design and operation with energy sourcing and project development. OIA joined Crusoe's Series C in 2022, later made a profitable partial secondary sale, and retained exposure through the company's 2026 Series F.

Nebius is a vertically integrated cloud provider focusing on AI and high-performance computing. It is a carve-out of the previous Russian tech firm Yandex, following the Russian sanctions since the Ukraine-Russia war. Nebius designs and operates its own data centers and servers across Europe and the US, with a total capacity of several hundred megawatts. In September 2025, Microsoft became a major Nebius client under a multiyear $17 billion revenue agreement to provide computing capacity.

Fal is a San Francisco-headquartered generative media platform providing AI tools for developers to create audio, video, and images. The service supports rapid inference via APIs compatible with models like Stable Diffusion and Llama, enabling seamless integration into apps for content generation. Fal optimizes GPU resources for high-speed media production in creative and production workflows.

AMI Labs, short for Advanced Machine Intelligence, is a Paris-based artificial intelligence research laboratory co-founded by Yann LeCun, the former chief AI scientist at Meta. The lab builds world models, systems that learn abstract representations of real-world sensor data and predict outcomes in that representation space, as a basis for agentic systems that can plan actions within safety guardrails. It targets applications in industrial process control, automation, wearable devices, robotics and healthcare. The founding team also includes Alex LeBrun, Laurent Solly, Mike Rabbat, Min Lin, Pascale Fung and Saining Xie, and the lab has locations in Paris, New York, Montreal and Singapore. It is a research-led company that plans to commercialise its models through partnerships and licensing.

Lightmatter is a Boston-headquartered designer of photonic computing chips that accelerate matrix multiplications for AI inference and training using silicon photonics. The Passage interconnect links GPU clusters with optical switches, while Envise processors target data center workloads in cloud and telecom sectors.

Recursive Superintelligence is an AI research firm building systems that autonomously improve via recursive self-learning. Its frameworks automate the AI development lifecycle, including experiment design, model training, evaluation, and optimization in feedback loops. The technology reduces manual engineering for scalable applications in research, enterprise deployment, and data-driven settings.

Core Scientific Inc is engaged in designing, building, and operating digital infrastructure for high-density colocation services and digital asset mining. The business operates in three operating segments: Digital Asset Self-Mining, consisting of performing digital asset mining for its own account, Digital Asset Hosted Mining, consisting of providing hosting services to third parties for digital asset mining, and Colocation, consisting of providing high-density colocation services to third parties for AI / HPC operations. The majority of revenue is derived from the Digital Asset Self-Mining Segment.

Relativity Space is a Long Beach-headquartered aerospace manufacturer pioneering 3D-printed rockets. Founded in 2015, it builds Terran 1 and Terran R vehicles using additive manufacturing, AI, and robotics for a supply chain with 100 times fewer parts. The company assembles rockets in under 60 days at its Florida launch site for satellite constellation missions.

CorVel Corp applies technology including artificial intelligence, machine learning, and natural language processing to enhance the managing of episodes of care and the related health care costs. It partners with employers, third-party administrators, insurance companies, and government agencies in managing worker's compensation and health, auto, and liability services. The company's solutions combine integrated technologies with a human touch providing services that include claims management, bill review, preferred provider networks, utilization management, case management, pharmacy services, directed care, and medicare services.

GTA Semiconductor is a Shanghai specialty-process semiconductor manufacturer founded in 2017 around Huada Semiconductor. It develops and runs wafer fabrication lines for automotive electronics, industrial control and high-end consumer electronics, producing microcontrollers, analog circuits, power devices and sensors for chip designers and integrated device makers. Its processes include BCD, IGBT, MOSFET and silicon carbide devices on 6-inch, 8-inch and 12-inch wafers, and it also offers mask, test and multi-project wafer services together with design kits. The company operates fabs in the Lingang area and in Xuhui, Shanghai. It took the Hong Kong-listed Shanghai Advanced Semiconductor Manufacturing Corporation private through a merger by absorption, which gave it a long-established analog foundry. It has financed expansion through state-backed and industry investor rounds and is privately held.

UBtech Robotics is a Chinese robotics company headquartered in Shenzhen, Guangdong, that designs, manufactures and sells humanoid and service robots. Its main line is now the Walker S series of full-size industrial humanoid robots, launched in October 2024 for manufacturing and logistics; the Walker S2, with 52 degrees of freedom, 15 kg payload handling and autonomous battery swapping for 24-hour operation, entered mass production in 2025. It also makes the Alpha series of small humanoid robots, has supplied robots to 300 pre-schools in Seoul, launched a UV disinfection robot in the United States in 2022, and in February 2026 open-sourced its vision-language model Thinker. In 2025 revenue rose 53.3% to RMB 2.001 billion; full-size humanoid revenue grew 2,204% to RMB 821 million on sales of 1,079 units, and the net loss narrowed to RMB 790 million, with annualized Walker S2 capacity above 6,000 units. Zhou Jian, its chief executive, founded the company in March 2012. After a Series C round involving Tencent and ICBC valued it at $5 billion, UBtech listed on the Hong Kong Stock Exchange under code 9880 in December 2023, raising HK$1 billion. It had 2,013 employees in 2023.

Joulent is an energy infrastructure company. It creates large-scale power setups that integrate turbines, battery storage, and renewable sources aimed at data centers and industrial users. The system uses artificial intelligence to manage local and utility resources for reliable high-volume electricity supply.

Positron is a provider of specialized hardware accelerators for transformer model inference in generative AI applications. Its chips deliver high-throughput processing with reduced power usage compared to GPU alternatives. The platform supports every model in the Hugging Face Transformers library and exposes an OpenAI-compatible API endpoint. Developers deploy custom-trained models directly onto Positron hardware for edge and cloud deployments in natural language processing and computer vision tasks.

D-Wave Quantum Inc is in the development and delivery of quantum computing systems, software, and services, and it is the commercial supplier of quantum computers and the only company building both annealing quantum computers and gate-model quantum computers. It delivers customer value with practical quantum applications for problems as diverse as logistics, artificial intelligence, materials sciences, drug discovery, scheduling, cybersecurity, fault detection, and financial modeling. Its annealing quantum computers are accessible through the company's LeapTM cloud service.