Deepen Refinery
Real-world training data for Physical AI, verified first
Details
- External ID
- 1258369
- Source
- PH
- Company
- —
- Product
- Deepen Refinery
- Website domain
- producthunt.com
- Launched
- Sept. 23, 2026
- Cohort
- —
- Upvotes
- 2
- Upvotes percentile
- 0.7405388069275176
- Tags
- Robots, Developer Tools, Artificial Intelligence
- Fetched at
- Sept. 25, 2026, 1:02 a.m.
- Updated at
- Sept. 25, 2026, 1:02 a.m.
Description
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.
Enrichment
- Theme
- DeepSeek harness plugins and tooling
- Vertical
- Horizontal
- Function
- Data infrastructure
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- verified physical ai training data for robotics engineers
- Manually corrected
- False
Could you build this?
Partial The marketplace front-end and billing are simple, but ingesting, verifying, visualizing, and scoring massive spatial datasets (terabytes of egocentric video, Point Clouds/LiDAR) demands dedicated high-bandwidth spatial data infrastructure.
What it would actually take: The architecture requires scalable cloud storage (S3/GCS) with parallel chunked uploads for multi-gigabyte/terabyte sensor bags (ROS bags, MCAP). A real version needs specialized 3D point cloud and sensor visualization tools (e.g., Foxglove, WebGL/Three.js) in the browser, plus automated validation workers checking sensor sync, calibration files, and data integrity.
Competitors
Other products that read as similar to this one — 30 launches clear the similarity bar, closest 8 shown.
Attention rank: #9 of 31 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 287 days after the earliest competitor.
- DeepReach: Launch a real-world data business today · yc · 2026-08-13 · 470 upvotes · similarity 0.41
- ModelRegistry · ph · 2026-09-18 · 3 upvotes · similarity 0.39
- DeepFace Cloud · hn · 2026-05-29 · 7 upvotes · similarity 0.38
- Ooak Data: Turn internal company data into a training ground where AI agents can be trained on real work · yc · 2026-08-14 · 26 upvotes · similarity 0.37
- aperture · ph · 2026-09-20 · 2 upvotes · similarity 0.34
- deeptrace-research-agent · github · 2026-09-26 · 13 upvotes · similarity 0.34
- Spec27 · hn · 2026-04-30 · 13 upvotes · similarity 0.33
- Deepfake Detection · ph · 2026-09-23 · 1 upvotes · similarity 0.33
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a data infrastructure tool for Media & entertainment yet.