Observed Signal · Jun 17, 2026 · Funding · Source: techcrunch · Impact: 2/5 · Sentiment: Neutral
XDOF raises $70M to build robot training data
XDOF, a robotics data startup emerging from stealth, announced a $70 million funding round led by Thrive Capital, Spark Capital, a16z, Lux and WndrCo. Founded in October 2024 by Philipp Wu, Fred Shentu and Nemo Jin, XDOF has about 60 employees and says it works with roughly 20 customers, including unnamed frontier AI labs. The company builds data pipelines, collection tools, cleaning and annotation systems for robot training and plans global teleoperator and egocentric data collection operations. In partnership with UC Berkeley AI Research, XDOF is releasing the ABC dataset — described as 130,000 robot manipulation trajectories, 300 hours of simulation and 100 hours of evaluations — and has used such data to train robots on tasks like folding T-shirts and loading AirPods into cases.
New startup funding and a large robotics dataset indicate emerging infrastructure for physical-AI training data, relevant to AI model development but not directly industry-shifting for AdTech.
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Key Takeaways & Evidence Grounding
- XDOF emerged from stealth and raised $70 million from Thrive Capital, Spark Capital, a16z, Lux and WndrCo.
- XDOF was founded in October 2024 by Philipp Wu, Fred Shentu and Nemo Jin and has about 60 employees.
- XDOF is working with about 20 customers, including unnamed frontier AI labs.
- In partnership with UC Berkeley AI Research, XDOF is releasing the ABC dataset: 130,000 manipulation trajectories, 300 hours of simulation, and 100 hours of evaluations.
- XDOF’s data approach includes teleoperation, teleoperated robots, and egocentric wearable sensor data; founders previously worked on a teleoperation system called GELLO.
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XDOF in talks for $1.2B Series B led by 8VC
XDOF, a startup providing real-world data collection for training general-purpose robots, is in late-stage talks for a Series B at a valuation of around $1.2 billion, led by 8VC. The company emerged from stealth less than three months ago and has seen rapid growth, with annualized revenue approaching $50 million. Previously, XDOF raised a $70 million Series A in June 2026 with participation from Thrive Capital, Andreessen Horowitz, Lux, and Spark Capital. The startup builds data pipelines, collection tools, and annotation systems for robot training, acting as an outsourced data-supply chain for the robotics industry. It partners with UC Berkeley's AI Research lab to release a large dataset of robot training data. Terms are not final and could change.
Destro Launches AI Orchestration Layer for Warehouse Robots
Destro, a startup specializing in AI orchestration for logistics, emerged from stealth with an $8 million seed round led by Base10 Partners and Bonfire Ventures, with participation from CoFound Partners. Instead of building robots, Destro created the 'Mothership' operating system and the 'Vision' system based on open-weight vision-language-action models. This AI layer orchestrates both human workers and robots in warehouse environments, directing tasks such as cross-docking and cart movement. The company is already working with Yusen Logistics, which is expanding a pilot from 3 to 26 robots, and launching an additional pilot with 17 robots in Southern California. Destro aims to become cash flow positive by the end of the year and plans to scale its solution across thousands of warehouses.
Didero Secures $30M to Automate Manufacturing Procurement
Didero, a startup that builds an "agentic" AI layer to automate manufacturing procurement, raised $30 million in a Series A financing round. The raise was co-led by Chemistry and Headline, with participation from Microsoft’s venture fund M12. Didero was founded by Tim Spencer (previously founder of Markai), Lorenz Pallhuber (former McKinsey procurement practitioner) and Tom Petit (former technical co-founder of Landis). The company’s platform integrates with existing ERPs to ingest supplier communications and automate procurement workflows — from sourcing and quoting to order tracking and payment — and focuses on manufacturers and distributors sourcing raw materials. Didero named Footprint as a customer and is positioned against companies like Levelpath, Zip, Oro Labs, Cavello and Pietra.
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