Authentic human
gameplay data
for training world
models
High-fidelity gameplay datasets with synchronized video, audio,
and human input streams. Optimized for training generative Al,
simulation, and control systems.
and human input streams. Optimized for training generative Al,
simulation, and control systems.
World Models Need
More Than Pixels
More Than Pixels
AI trained on video alone sees the world but can’t act within
it. It lacks the causal link between actions and outcomes.
it. It lacks the causal link between actions and outcomes.
Observation Isn't Enough
- Video-only data captures visuals but misses timing and causation.
- Actions are inferred, not recorded - accuracy drifts over time.
- Models predict what happened, not why.
Shaga Labs Enables Actionable Intelligence
- Captures synchronized video, audio and inputs at millisecond precision.
- Authenticates sessions with verifiable consent metadata.
- Links actions to environmental change for true causality.
- Enables stable real-time control for embodied AI.
[:/
Other models watch. Shaga learns why things happen.
]
Ground-Truth Data
Builds Real Intelligence
Builds Real Intelligence
Static pixels teach recognition. Human actions teach cause and
effect.
effect.
Human Actions
Intent, decisions, and skill become training signals
Changing Environments
Models adapt as conditions change in real time
Outcomes Tracked
Every action mapped to its outcome for precise control
How Shaga Captures
Ground-Truth Data
Ground-Truth Data
Edge Node Network
Gamers
Gameplay Data
Shaga Labs converts
raw observation into
aligned, actionable data
streams.
raw observation into
aligned, actionable data
streams.
Gameplay Video
60–120 FPS
lossless scene dynamics
Game Audio
48 kHz multi-channel temporal cues
Human Inputs
120–240 Hz
ground-truth causation
ground-truth causation
Metadata
session + provenance
reproducibility
reproducibility
Powered by Play on Shaga's decentralized gaming network, with 15K+ consented node
operators across 73 countries.
operators across 73 countries.
From real human
gameplay comes Al that
trains faster, acts
sharper, and stays
stable longer.
gameplay comes Al that
trains faster, acts
sharper, and stays
stable longer.
+20 – 40%
Higher Control Accuracy
35%
Reduced Training Time
Improved
Long-Horizon Stability
Models Ready for Real-
World Deployment
World Deployment
Commercial-grade datasets proven for real-world control accuracy
and long-horizon stability.
and long-horizon stability.
Sample Dataset
- 100 hours curated gameplay
- 100 hours curated gameplayFree, non-commercial use720p 60fps video with 120hz control sampling rate
- 720p 60fps video with 120hz control sampling rate
Enterprise License
- Scalable hours and titles
- Select specific games and modes
- Commercial license
Get Commercial Access
Get Commercial Access
Research & Insights
Exploring the frontier of world models, embodied AI, and
authenticated data.
authenticated data.
AI
7 min read
The AI Data Bottleneck: Why Authenticated Gameplay Is the Next High-Value Data Category
The AI training data market reaches $9.6B by 2030, but authenticated gameplay data at enterprise scale remains scarce. Shaga is building infrastructure to serve this emerging category.
AI
7 min read
The AI Data Supply Squeeze: Understanding the Market Before Enterprise Adoption
The supply squeeze is real, and the market dynamics are shifting. Inside the untapped market for authenticated gameplay data
Scale world-model training
with proven human data.
with proven human data.
Deploy Shaga's authenticated datasets for control learning and
real-time simulation.
real-time simulation.
Enterprise-grade compliance
Production-ready scale
Integration support included
