The world's largest 3D map. Earn $OVR by mapping real-world locations to fuel Robotics, Vision AI, and XR Become a mapper ππΌ app.ovr.ai/mapper
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One of the Top 5 most valuable companies in the world has just acquired a license for Over the Reality 3D mapping dataset to train next-generation vision foundation models.
This is a huge milestone for OVER π§΅π
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Something big is happening in Spatial AI. π
The world's largest tech companies, from NVIDIA and Google DeepMind to World Labs, are investing heavily in AI that can understand, simulate and interact with the physical world.
And the demand for real-world 3D data is accelerating.
Our publicly available datasets on @huggingface, which represent just a small sample of our full database, are attracting growing attention month after month, leading dozens of companies to reach out to us about licensing our full dataset.
πΈ 360Β° Mapping Dataset: 3,665 downloads in the last 30 days from AI researchers and companies.
π± Smartphone Mapping Dataset: 1,247 downloads in the last 30 days, reaching 5,548 all-time downloads.
This growing interest highlights the immense value of what we're building.
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π Explore and download our free datasets on Hugging Face:
πΈ 360Β° Mapping Dataset: huggingface.co/datasets/Overβ¦
π± Smartphone Mapping Dataset: huggingface.co/datasets/Overβ¦
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DePIN was trading at 50-200x P/S early 2025
Now it's trading at 5-30x P/S
60%+ of active DePIN projects are in the green in the last 3 months
Many appreciated by at least 50% with the highest being Silencio at ~600%
In today's article, we explore
- The state of DePIN 2026
- How do we value them?
- Undervalued DePIN teams in the market right now
There's a good chance "dead" DePIN/DePAI will start coming back to life soon
Agents are consuming 5-20 times more tokens than human chats
Onchain & Decentralized Inference players are filling in that gap with cheap/affordable inference
AI labs are running out of high-quality data (because they've scraped almost all of the internet)
DePIN/DePAI players are starting to fill in that gap
> @silencioNetwork on noise/acoustic data
> @NATIXNetwork on vehicle/street imagery
> @GEODNET on high-precision spatial/geospatial data
> @OVRtheReality on location-based AR/3D data
> @grass on web data/agentic search (LCR)
> and a whole lot more
Might be a good time to start identifying the players that have secured a deal with AI labs (or about to)
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Our first research paper is now live on arXiv! π¬
Our OVER Research team developed a method that uses the built-in IMU of Insta360 X5 and X6 cameras to recover real-world scale.
The result? Just 0.81% mean absolute scale error vs. LiDAR, outperforming the smartphone-based reference.
Another step toward making accurate 3D mapping accessible to everyone.
π Read the paper on arXiv: arxiv.org/abs/2610.35554
π¬ Explore the research on OVER Research: research.ovr.ai/posts/2026-0β¦
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Mapping with Insta360 just got a whole lot easier. π
See what's new ππΌ app.ovr.ai/insta360
No more walking around the virtual pyramid.
Just open the OVER app, connect your Insta360, and start walking and earning.
And there's more: we've added 173 MILLION new rewarded locations worldwide.
A simpler way to map. A whole world of new opportunities to earn.
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We just reached 300,000 locations mapped worldwide across 170+ countries! π
Streets π, buildings ποΈ, parks ποΈ, shopping malls π’, and entire environments . All mapped by our global community, all contributing to something much bigger.
As Physical AI, Robotics, and Spatial intelligence continue to advance, some of the world's leading AI companies are looking for exactly this kind of data: real-world environments that can help machines understand, navigate, and interact with the physical world.
And we're already working with them.
We're already collaborating with some major AI companies and research labs, while actively engaging in discussions with others to explore new opportunities to license our growing dataset.
Over the Reality is among the few projects worldwide building this kind of real-world 3D data infrastructure at scale, with a global community continuously expanding its coverage.
300,000 maps today. More locations, more data, more potential applications, and more opportunities to turn real-world spatial data into a valuable asset for the entire $OVR ecosystem.
Become a mapper: app.ovr.ai/insta360
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Over the Reality π retweeted
LLMs are already beyond human level on βexperimental research taste,β and the observed improvement rate is 3x yearly. Real-world data will remain the only scarce asset in the Physical AI Models training stack. Thatβs why @OVRtheReality is building the worldβs largest 3D map.
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POV: you bought an @insta360 X6 for $700 and found out you can earn it back by walking.
Insta360 X6 is now supported by OVER. π
Grab your camera, open the OVER app, map incentivized locations around you, and earn rewards while you walk.
Your camera just got a side hustle.
Start mapping: link.ovr.ai/download
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The value of mapping the world changes when AI enters the picture.
At OVER, weβre currently working through opportunities with 6+ major companies and AI labs, with our first deal already closed with one of the 5 most valuable companies in the world.
A new market is emerging around the physical world, with $OVR at the center of that value flow, and those already building the infrastructure and data layer for it will be best positioned to lead it.
Ansem gets it.
$GRASS is just the biggest and currently most prominent example of this, but there are several old DePINs that have transformed into some of the most exciting data and AI businesses out there.
Working with frontier AI labs and leading big tech companies whose demand for data is practically infinite, and so is their budget.
I know it's hard to verify, since their revenue and sales pipelines are offchain. but all it takes is a bit of digging to realize how wildly mispriced projects like @silencioNetwork, @NATIXNetwork and @OVRtheReality really are.
Once you've checked which of these teams are actually aligned with their token (teaser: all of the above are), you just want to accumulate as much as you can while their FDVs are still ridiculously low like they are right now, then stay long as long as the AI bubble (or do we call it the SI bubble now?) hasn't burst yet.
It's not often the market hands you an opportunity this obvious and this asymmetric at the same time, and that's exactly why it's so rare.
Better make sure not to fumble it.
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We just released OverMaps360-50: 50 real-world 360Β° walk-throughs, each one shipped as a physics-certified simulation environment for MuJoCo and Isaac Sim.
Free for research. 1.13 TB. On @huggingface now π§΅
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9/ Try one scene (~22 GB) now:
hf download OverTheReality/OverMaps360_50 --include "<uuid>/*" --repo-type dataset
then
mujoco.MjModel.from_xml_path("<scene>/simulation/<id8>.sre/scene.xml")
and you're stepping a real street in MuJoCo.
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10/ And this is a snapshot.
The full OverMaps-360Cam collection is 2,712 scenes in 29 countries (500+ hours, 2,200 km, ~60 TB) and still growing as mappers keep walking.
Commercial license available.
Dataset: huggingface.co/datasets/Overβ¦
Project page: ovr-platform.github.io/OVR-Mβ¦
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Over the Reality π retweeted
π₯π€100 Unitree G1s in one MuJoCo world, tracking kung fu motions with a pretrained whole-body policy, on a real 360Β°-scanned plaza.Contacts, knockdowns, pile-ups: all physics.Sim-to-real starts with real environments. @OVRtheReality
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