Physical AI’s Big Checks Are Landing Above the Robot

Brett Adcock’s AI hardware company Hark closed a $700 million Series A on May 21 at a $6 billion post-money mark, led by Parkway Venture Capital with Nvidia, AMD Ventures, Intel Capital, Qualcomm Ventures, ARK Invest, Greycroft, and Salesforce Ventures all participating, per TechCrunch. RJ Scaringe’s Mind Robotics, the Palo Alto general-purpose industrial robotics spinout from Rivian that incorporated in November 2025, closed a $400 million Series B led by Kleiner Perkins in mid-May, taking total raised across seed, Series A, and Series B to roughly $1 billion in six months with Rivian as both customer and shareholder, per The Robot Report. Stuttgart-based Sereact raised a $110 million Series B on April 27 led by Headline, a four-times step-up from its January 2025 Series A, with the round funding deployment of its Cortex 2 vision-language-action model across logistics, manufacturing, and humanoid platforms, per Bloomberg and Sifted. Physical Intelligence is now sitting at $1.1 billion of total capital raised after a $600 million Series B at $5.6 billion in late November led by CapitalG and Lux, with PYMNTS reporting in the past week that the company is in market for a follow-on round targeting $1 billion in fresh capital. Four data points in five weeks, one structural read. The capital that is showing up in industrial robotics and physical AI is pricing the foundation-model and orchestration layer above the robot, not the robot itself, and the implication for any hard-tech founder building hardware is that the durable slot the buy-side is paying for is one layer up from where the engineering plan probably points.

Hark’s $700M Series A Shows the Strategics Are Pre-Loading the Stack

Brett Adcock, the founder behind Figure AI and Archer Aviation, raised $700 million for Hark in a Series A that valued the company at $6 billion post-money roughly six months after the company was founded, per TechCrunch. Parkway Venture Capital led, with Nvidia, AMD Ventures, Intel Capital, Qualcomm Ventures, ARK Invest, Greycroft, Salesforce Ventures, Brookfield, Prime Movers Lab, and Tamarack Global all participating. Hark currently runs a data center on Nvidia B200 GPUs and plans to release multimodal models this summer that will power a personal AI platform with hardware devices to follow, per the same coverage. The detail worth pulling out is the investor list. Three of the four major US AI-chip strategics, plus a major mobile-compute strategic, are all on the same cap table inside the same round. That is the strategic supply chain pre-loading the company that is going to drive demand for their silicon. For a hard-tech founder thinking about strategic capital, the read is that the chip strategics are no longer waiting until you have a product to write a check. They are funding the company that is going to build the demand for what their roadmap was already going to ship. The window to bring a chip strategic in early at a defensible mark is open right now, and the founders who are reading the signal cleanly are getting commitments at rounds the next cohort will not be able to replicate.

Mind Robotics Raised $1B in Six Months by Pricing the Platform, Not the Hardware

Mind Robotics was founded in November 2025 by RJ Scaringe, the Rivian co-founder, and has now raised a $115 million seed in late 2025, a $500 million Series A in March 2026, and a $400 million Series B in May 2026 led by Kleiner Perkins, per The Robot Report. Total raised sits at roughly $1 billion in six months. Rivian is both the company’s first customer and a shareholder, providing what the company describes as a live, high-volume manufacturing environment for model training and deployment. Scaringe’s public framing, quoted in the Robot Report coverage, is that the company is not building single-task machines and is instead developing a platform that generalizes across core manufacturing tasks and scales across domains. The structural read is that the round is being priced as a foundation-model and deployment-infrastructure company that happens to use industrial robots as the form factor, not as a robotics company that has a customer. The Rivian factory floor is the training dataset that compounds across every future deployment. The economics of the second customer are very different from the economics of the first, because the model that lands on the second customer’s floor was already trained on Rivian. For an industrial robotics or physical AI founder weighing whether to verticalize against one customer or platform-ize against many, Mind Robotics shows the buy-side is willing to fund either path. The trick is being explicit about which one the company is building and writing the engineering plan, the contract structure, and the capital plan accordingly.

Sereact’s 4x Step-Up Validates the Robot-Brain-as-a-Service Slot

Sereact closed a $110 million Series B on April 27 led by Headline, with Bullhound Capital, Felix Capital, and Daphni joining as new investors and Creandum following from the January 2025 Series A, per Bloomberg. The round is a roughly four-times step-up from the Series A in fifteen months. Use of funds is to scale Cortex 2, the company’s vision-language-action model, across logistics and manufacturing customers and into humanoid robot platforms, with a US office opening in Boston as the commercial wedge into the American market, per Sifted. Sereact reports more than 200 of its systems deployed across Europe and more than 1 billion production picks executed, with roughly one in every 53,000 requests requiring remote human intervention. The interesting precedent is the deployment model. Sereact does not build a robot. Sereact builds the intelligence layer that any hardware OEM’s robot can use to handle the variability that previously required a fixed-purpose end-of-arm tool plus a human operator. The implication for a hardware founder is that there is now a credible third-party robot-brain layer that can ship inside the form factor the company already builds. Whether that is good news or bad news depends on which side of the OEM-or-platform line the founder is on. The founder who is building a hardware platform that needs to scale across customers can ship Sereact on day one and recover the engineering years. The founder who thought the intelligence layer was the moat now has to make a structural decision about whether they are competing with Sereact or partnering with them.

Physical Intelligence’s $1B Follow-On Tells the Cross-Cutting Story

Physical Intelligence raised a $600 million Series B at a $5.6 billion valuation in late November led by CapitalG and Lux, with Bond, Redpoint, and Sequoia participating and Bezos, OpenAI, T. Rowe Price, and Thrive Capital following from prior rounds, per The Robot Report. Total raised to date is roughly $1.1 billion. PYMNTS reported this past week that the company is now in market for a follow-on round targeting approximately $1 billion in fresh capital, which would push total raised toward $2 billion before a single end customer has been disclosed. The company’s product is robot foundation models, including the open-sourced π0 vision-language-action model series, with version 0.6 released earlier this year. Real-world demonstrations the company has shown include making espresso, folding laundry, assembling cardboard boxes, and inserting filters into machines. CapitalG’s framing, quoted at the time of the Series B, is that the approach is transformative because it builds a single generalist intelligence that manifests in any physical form to solve any real-world problem. The read for a hardware founder is that the buy-side is willing to pay foundation-model multiples for the intelligence layer well in advance of revenue, which is a structurally different price than the hardware layer can support. The founders who are getting the cleanest rounds in this category are the ones who can credibly argue that what they ship is the layer that compounds, not the layer that ships in a box.

The Read-Across to MedTech and Other Regulated Hardware

The same posture is now visible in adjacent regulated and capital-intensive hardware on a comparable timeline. In MedTech and surgical robotics, the software-cadence shift documented earlier this week, with Intuitive Surgical’s 100-plus queued da Vinci 5 updates and Medtronic’s new Galway cardiac digital health hub, is the same demand-curve direction as DAWG’s shift toward orchestration above the airframe and Mind Robotics’ pricing as a platform rather than a machine. In diagnostics, the Guardant Liquid CDx and pharma-partnership pattern from May 22 is the same structural shape, where the moat compounds in the pipeline-level collaboration layer rather than in any one panel. In defense hardware, the Anduril $61 billion comparable from May 13 anchored the same logic at the software-and-orchestration layer above the airframe. For a founder building hardware in any of these categories, the takeaway is not that the hardware is unimportant. The hardware still has to ship, has to clear regulatory, and has to perform. The takeaway is that the institutional capital and the strategic acquirers are converging on a posture where the multiple they will pay sits at the layer above the asset. A founder whose engineering organization, contract structure, and capital plan are still organized around the asset itself, with the platform layer treated as a phase-two roadmap promise, is going to find the next round priced against an unfriendly comparable.