Saturday, November 29, 2025

Parallax Worlds raises funding for hyper-realistic digital twins to check robots


Parallax Worlds co-founders Aumkar Renavikar (left) and Tanmay Agarwal (proper). | Credit score: Pear VC

Not solely can digital twins and simulation be used to design robots, however they can be used to emphasize take a look at them. Parallax Worlds final week raised $4 million in seed funding. The corporate plans to make use of the financing for analysis and improvement, staffing, and to deliver its product to market.

“The core response [for the product] that we’ve seen is from the phase of AI-based robots,” Tanmay Agarwal, co-founder of Parallax Worlds, stated in a latest episode of The Robotic Report Podcast. “So it may be these metallic sanding, grinding, welding, pick-and-place robots that are actually being deployed into these factories.”

“The frequent theme to all of those functions is that the robotic has a digital camera. And it’s utilizing the digital camera to detect the place the half is, [and what] it’s going to be engaged on,” he defined. “So, for the tip customers of those factories, what that mainly means is that it might doubtlessly be programmed quicker.”

The firm‘s founding staff has expertise in each superior robotics and industrial automation. Agarwal was educated in Stanford College’s robotics neighborhood underneath Prof. Fei-Fei Li and Prof. Jiajun Wu. He has developed software program for programs starting from dwelling robots to self-driving autos.

Aumkar Renavikar, co-founder and chief know-how officer, studied robotics on the College of Illinois Urbana-Champaign (UIUC) and supported factory-floor automation initiatives at BMW and Michelin. San Francisco-based Parallax Worlds was a contestant within the 2024 Pitchfire startup competitors at RoboBusiness.

Digital twins allow builders to substantiate efficiency

Factories and warehouses are adopting robots to realize reshoring objectives and tackle labor shortages. Nevertheless, the transition from a pilot program to full manufacturing is gradual, expensive, and includes danger. Even primary automation initiatives can require a yr and vital on-site testing to satisfy the uptime and reliability wanted for manufacturing traces.

Parallax Worlds stated it addresses this problem by enabling robotics builders and operators to totally take a look at, measure, and ensure efficiency utilizing a high-fidelity digital twin earlier than deploying any bodily gear.

“Factories can’t afford robots to fail even for seconds; they want dependable efficiency and defensible ROI [return on investment],” stated Agarwal. “Parallax Worlds provides builders and operators a option to measure reliability upfront, compress on-site iteration, and transfer from pilot to manufacturing quicker.”

The firm stated its vertically built-in platform can flip easy video seize resembling from an iPhone walkthrough into an correct, interactive 3D setting. Robotic improvement groups can generate absolutely navigable digital twins from a video and run interactive simulations utilizing actual robotic software program.

Parallax Worlds stated its software program integrates with business physics engines and tooling, together with NVIDIA Omniverse, Unreal, and Unity. It could actually add lacking layers, together with quick video-to-3D, robotics-specific behaviors, and AI-assisted situation era, famous the corporate.



Traders search to construct belief in automation

Parallax Worlds stated its seed spherical brings its whole funding so far to $4.9 million.  introduced a $4 million seed spherical, bringing whole pre-seed and seed funding to $4.9 million. Pear VC led the spherical, with participation from GS Futures, Kakao Ventures, and Lightscape Companions, in addition to angels and teams together with Gaingels, Nova Threshold, and Mana Ventures.

Prior backers embrace Conviction (Embed), Uncommon Ventures, and Spacecadet Ventures, in addition to Enhance VC.

“Parallax is constructing the lacking simulation layer that bridges robotics R&D and real-world deployment by virtualizing bodily areas to make testing and reliability scalable,” stated Payam Banazadeh, visiting companion at Pear VC. “Their digital-twin platform turns simulation into a real reliability engine, reworking what used to take years of expensive trial and error into weeks of digital iteration. It’s the sort of foundational shift that may redefine how complete industries construct and belief automation.”

Parallax Worlds plans for growth

Reshoring U.S. manufacturing calls for extra automation, however solely the most important producers can shoulder the associated fee and time of conventional deployment cycles. By shifting reliability testing into a sensible digital setting, Parallax Worlds stated it goals to democratize entry to robotics, enabling extra factories and warehouses to undertake automation with confidence.

Parallax Worlds has signed 5 robotics corporations throughout manufacturing, development, and choose consumer-service use circumstances. They embrace Orangewood Labs for industrial automation, BotBuilt for dwelling development robots, and Rainier Labs for cell welding robots.

“Parallax lets us validate robotic habits in opposition to actual manufacturing unit circumstances utilizing our precise management software program,” stated Abhinav Das, CEO of Orangewood Labs. “With the ability to iterate on notion, planning, and edge-case dealing with earlier than {hardware} is deployed materially accelerates our improvement cycle.”

“Lots of the [seed] spherical goes into hiring,” Tanmay instructed The Robotic Report. “So proper now, I’m hiring for a robotics function and a cloud infrastructure function. We’re on the lookout for wonderful folks to affix the staff.”

“On the go-to market aspect, over the subsequent one and two years, we need to increase into manufacturing as nicely,” he stated. “We need to assist producers and logistics suppliers to deliver these AI-based programs in a quick, low-cost manner.”

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