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Deepen Refinery
Real-world training data for Physical AI, verified first
A marketplace for the data robots, humanoids, self-driving cars, and drones learn from. Discover and license egocentric video, LiDAR, and multimodal datasets. Every listing is scored and verified before it goes live, so you evaluate samples, licenses, and validation before you pay. Data owners list on their own terms, block named competitors, and get paid per sale. Built by Deepen AI, authors of ASAM OpenLABEL.
Hi Product Hunt, Mohammad here, founder of Deepen AI.
Over 9+ years have built the labeling, calibration, and validation tools that robotics and self-driving teams use to get data ready for training. Along the way we catalogued hundreds of thousands of datasets and watched the same thing happen over and over: a team pays to collect data that already exists somewhere else, and the owner of that data has no safe way to sell it.
Refinery is the fix. Owners list data on their own terms, can block named competitors, stay anonymous if they want, and get paid per sale. Buyers see samples, license terms, and validation results before committing. Every listing is scored by our Curate engine before it goes live.
One rule: we do not train foundation models, and our own data sits in the same queue as everyone else's.
What I would love from you today: if you have ever licensed or bought training data, what did you check first before you trusted it? That answer shapes what every listing shows.
Beta is open at refinery.deepen.ai. Thank you for looking.
About Deepen Refinery on Product Hunt
“Real-world training data for Physical AI, verified first”
Deepen Refinery was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #111 on the daily leaderboard. A marketplace for the data robots, humanoids, self-driving cars, and drones learn from. Discover and license egocentric video, LiDAR, and multimodal datasets. Every listing is scored and verified before it goes live, so you evaluate samples, licenses, and validation before you pay. Data owners list on their own terms, block named competitors, and get paid per sale. Built by Deepen AI, authors of ASAM OpenLABEL.
On the analytics side, Deepen Refinery competes within Robots, Developer Tools and Artificial Intelligence — topics that collectively have 1M followers on Product Hunt. The dashboard above tracks how Deepen Refinery performed against the three products that launched closest to it on the same day.
Who hunted Deepen Refinery?
Deepen Refinery was hunted by Mohammad Musa. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of Deepen Refinery including community comment highlights and product details, visit the product overview.
Mohammad Musa