Robot model
RoboFinals
Industrial-grade simulation evaluation platform built to challenge frontier vision-language-action (VLA) and world models.
- Manufacturer
- Lightwheel
- Form factor
- other
- Maturity
- commercial
- Lifecycle
- active
- Deployments
- 2
- Website
- lightwheel.ai ↗
The verified answer
As of Aug 2026, DEPLOY verifies RoboFinals, a other by Lightwheel (commercial): 2 verified deployments on record. 2 sources back the record.
Overview
Industrial-grade simulation evaluation platform built to challenge frontier vision-language-action (VLA) and world models. RoboFinals runs policies across large-scale simulated scenarios to identify failure modes, quantify performance, and guide improvement before real-world deployment.
Verified vs. claimed
- Maturity stage
- commercial(Commercially deployed with revenue-generating operations.)
- Sources on file
- View all sources →
Key facts
Manufacturer
Type
Maturity
Data & sources
Web sources
2
2 sources backing this record.View all →
Pricing
No verified price is on record for RoboFinals. Physical-AI systems are often sold through enterprise contracts or operated as a service rather than at a public list price.
Deployments (2)
- RoboFinals at China, Asiaoperational
Commercial product — available for purchase in this market.
Commercial product — available for purchase in this market.
RoboFinals on the deployment map
View the global mapWhere RoboFinals is verified operating. Explore the deployment map by place and type.
Recent activity
Every change to this record is dated, sourced, and independently verified where marked.
- Record createdJul 13, 2026
Added to the verified registry
- Deployment verifiedVerifiedJun 1, 2024
at China, Asia
- Deployment verifiedVerifiedJun 1, 2024
at United States (multiple hotel chains)
Safety record
No incidents on record for RoboFinals.
Only active incidents are counted. Retracted incidents are excluded from this summary but remain reachable at their canonical URLs.
Sources (2)
Common questions
What is RoboFinals?
How much does RoboFinals cost?
Is RoboFinals actually deployed in the real world?
Who makes RoboFinals?
Where is RoboFinals deployed?
Can you buy RoboFinals?
What are alternatives to RoboFinals?
How does RoboFinals compare to 10Beauty Manicure System?
Is RoboFinals a top other?
What is RoboFinals's maturity stage?
Is RoboFinals safe?
Methodology: Verified · 2 sources (no primary) · last reviewed 2026-07-14
Verification posture
Verified
Low confidence
Review state
Stable
Last reviewed 2026-07-14
Maturity + lifecycle
Maturity stage: commercial
Lifecycle: active
Architectural position
Cohort: other
Sources by quality tier
- 2
- unclassified
- Unclassified source
The framework is documented at /methodology. Corrections at /corrections. Reviewer: DEPLOY editorial team.
Methodology surface for RoboFinals.Recent coverage
RoboFinals in third-party press
Lightwheel raises $145M to build robotics simulation and data infrastructure - Crypto Briefing
LightWheel Raises $145 Million, Creating the World’s First Embodied Data Unicorn - Pandaily
Simplify Generalist Robot Policy Evaluation in Simulation with NVIDIA Isaac Lab-Arena | NVIDIA Technical Blog - NVIDIA Developer
Attention vs reality over time
Media mentions per month (area) against verified deployment events (dots). A press spike over a flat deployment line is the hype gap, drawn over time.
In the press
Recent coverage mentioning RoboFinals from third-party publications. Automatically surfaced; not part of the verified registry record.
Lightwheel raises $145M to build robotics simulation and data infrastructure - Crypto Briefing
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LightWheel Raises $145 Million, Creating the World’s First Embodied Data Unicorn - Pandaily
<a…
Simplify Generalist Robot Policy Evaluation in Simulation with NVIDIA Isaac Lab-Arena | NVIDIA Technical Blog - NVIDIA Developer
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Machine-readable surfaces
- Markdown mirror: /models/lightwheel-robofinals.md
- JSON-LD: embedded in this page’s head
- REST API: /v1/models/2c9524b1-404b-4528-82e3-b95727cef1e1
- Revision history: /models/lightwheel-robofinals/history
- Data documentation: /data
- Query this programmatically: Deploy MCP
Reality vs attention
RoboFinals draws attention at the 32nd percentile but verifies reality at the 51st percentile among other robots. Hype Gap -19.4, 55th widest among other robots.
6-month trend
Analysis
Limited independent press and video coverage to date.
Signal flags
Dimension breakdown
Verified signal
Attention (reach, not merit)
DEPLOY Intelligence scores are computed from verified registry data: confirmed deployments, disclosed funding rounds, regulatory filings, active job listings, video viewership, and press coverage. Confidence ratings reflect data availability. Scores update nightly.
DEPLOY Indices — verified vs claimed
Last computed: Aug 27, 2026