The Abu Dhabi company is betting that the next enterprise AI advantage will not come from a bigger model. It will come from cleaner local data, Arabic that sounds like people actually speak, and systems that never have to leave the region.
David Stout is the co-founder and CEO of webAI, an Austin-based company building private, on-device artificial intelligence that runs on hardware people already own instead of centralized cloud data centers. Raised on a cattle ranch in northern Michigan, he taught himself to compress large AI models onto phones, laptops and edge hardware, and founded webAI in 2019 with Ethan Baird and Tyler Mauer. The company reached a $2.5 billion valuation in January 2026 on the thesis that the most valuable AI of the future will be sovereign, distributed and local rather than rented from Silicon Valley hyperscalers.
webAI is an Austin-based sovereign AI company that lets enterprises build, train, and run custom AI models on their own local hardware instead of the cloud. Founded in 2019 by David Stout, Ethan Baird, and Tyler Mauer, its end-to-end platform - spanning the Navigator development environment, the Companion assistant, and webFrame clustering software for Apple silicon - keeps sensitive data on-device while delivering cloud-grade intelligence. The company reached a reported $2.5 billion valuation in early 2026 and serves customers across healthcare, retail, logistics, and aviation.
In episode 280 of the All-In Podcast, hosts Jason Calacanis, Chamath Palihapitiya and David Sacks are joined by 'bestie' Brad Gerstner (David Friedberg is on vacation) to unpack a trillion-dollar rush to the IPO exits led by SpaceX and expected to be followed by Anthropic and OpenAI. The group debates the sustainability of exploding AI token spend, the tug-of-war between frontier labs and cheap open-source models, sovereign AI ambitions, and whether enterprises can actually prove ROI. The emotional centerpiece is the launch of 'Trump Accounts' (the Invest America Act), a $1,000-at-birth investment account for every American child that Gerstner championed for four years, now live as the number-one app in the App Store, with billionaire philanthropists like Michael Dell and Gwynne Shotwell seeding accounts for lower-income kids.
OpenInfer is a San Mateo-based AI infrastructure startup building an 'Inference OS for the agentic era' - software that runs large AI models and agents directly on the CPUs, GPUs and NPUs enterprises already own, from edge devices to private data centers, without cloud lock-in. Founded by ex-Meta and Roblox systems engineers Behnam Bastani and Reza Nourai, its OpenInfer Engine claims 2-3x faster inference than Llama.cpp and Ollama on distilled DeepSeek models and works as a drop-in replacement for existing endpoints. The company raised an $8M seed round in February 2025 and has since shipped Jean, a private email-native agentic AI system, and orchestration layers for heterogeneous compute.

Misha Laskin is the co-founder and CEO of Reflection AI, a New York lab building open-weight frontier models and autonomous coding agents. A theoretical physicist by training (Yale, University of Chicago), he led reward modeling for Google DeepMind's Gemini and worked in reinforcement learning at Berkeley and DeepMind before launching Reflection in 2024 with AlphaGo co-creator Ioannis Antonoglou. In 2025 the company raised roughly $2 billion at an $8 billion valuation, positioning itself as America's open-source answer to DeepSeek.
NodeShift is a decentralized cloud platform that aggregates spare compute, GPU and storage capacity from independent data centers and web3 networks, then resells it through one simplified UI and a single API. By tapping underused infrastructure instead of building hyperscale data centers, NodeShift offers developers and enterprises GPUs, virtual machines and storage at prices it claims are up to 70-80% cheaper than traditional cloud providers - positioning itself as a 'sovereign AI cloud' for teams that want affordable, distributed, compliance-friendly compute.
Uniphore is a Business AI company that helps large enterprises put their own data to work without moving or copying it. What began in 2008 as a speech-recognition startup incubated at IIT Madras has become a full-stack, multimodal AI platform - the Business AI Cloud - that powers AI agents across customer service, sales, and back-office workflows for more than 1,600 enterprises in 20+ countries.
H2O.ai is a Mountain View-based AI cloud company founded in 2012, on a mission to democratize artificial intelligence for everyone. The company offers a converged platform spanning predictive and generative AI - from its open-source H2O-3 machine learning framework to enterprise products like Driverless AI, h2oGPTe, and the H2O AI Cloud. Trusted by over 20,000 organizations including more than half the Fortune 500, H2O.ai is known for employing the world's largest team of Kaggle Grandmasters and for pioneering automated machine learning. With $246 million in total funding at a $1.7 billion valuation, the company serves industries from financial services and healthcare to government and telecommunications, delivering AI that organizations can deploy on their own terms - on-premises, in the cloud, or in air-gapped environments.
Alex Yeh is the Founder and CEO of GMI Cloud, a GPU-native AI cloud infrastructure company he built from Bitcoin mining data centers into a global AI infrastructure leader in just 30 days. GMI Cloud — one of only 6 NVIDIA Reference Platform Partners worldwide — raised $82M in Series A funding in 2024 and is behind a $12 billion sovereign AI infrastructure initiative in Japan. Yeh's mission: make building AI applications as simple as building a website on Shopify.
Sung Kim (김성훈), known professionally as Hun Kim, is the Co-Founder and CEO of Upstage AI, South Korea's first generative AI unicorn. A former HKUST professor and founding head of Naver Clova AI, he co-founded Upstage in October 2020 to solve the gap between enterprise data and practical AI deployment. Under his leadership, Upstage developed Solar - a compact 10.7B parameter language model - and Solar Pro 2, which outperforms GPT-4.1 at half the compute cost. With $326M in total funding and a Series C close in early 2026, Upstage is positioning itself as a global AI frontier company focused on enterprise document intelligence and AI agents.
Rodrigo Liang is the co-founder and CEO of SambaNova Systems, an AI infrastructure company he built from the ground up in 2017 alongside Stanford professors Kunle Olukotun and Chris Ré. Born in Taipei, raised in Brazil, and trained in electrical engineering at Stanford, Liang spent two decades designing high-performance processors at Hewlett-Packard, Sun Microsystems, and Oracle before betting that the entire computing paradigm for AI needed to be reimagined. SambaNova's Reconfigurable Dataflow Unit (RDU) is the architectural expression of that conviction - chips designed around data movement rather than instructions - and in February 2026 the company announced the SN50, claiming it runs agentic AI 5x faster than competing chips at 3x lower cost, backed by $350M in Series E funding and a strategic partnership with Intel.