About

About RoboFinals

RoboFinals is Lightwheel's controlled evaluation environment for running repeatable experiments on embodied-AI models. It executes tasks in deterministic batches, captures outcome logs and aggregates metrics by domain and difficulty. Teams can use NVIDIA Isaac Lab with Newton or PhysX, along with MuJoCo and Genesis, to examine whether model behaviour holds across different physics engines.

Delivery options include a cloud API and an on-premises installation for organisations that need tighter control of data and infrastructure. Lightwheel calibrates SimReady assets through real-to-sim work and is building a physical benchmark for simulation-to-reality correlation. Qwen co-defined several industrial scenes and evaluation standards and uses the platform in its embodied-model testing. Access is arranged directly with Lightwheel while RoboFinals remains in staged release.

Capabilities

Source-backed capabilities

Workflows: Robot control, mission planning, simulation, autonomy coordination, fleet operation and developer integration.
Operating environments: Robot developer workflows, simulation environments, operations centers and autonomy stacks that need software rather than new robot hardware.
Target markets: Robot developers, operators, integrators and autonomy teams building or coordinating robotic systems.
Deployment model: Commercial or available product positioned for customer use, integration or developer adoption.
Whole-body loco-manipulation
Claimed - 2025-12-04 - The benchmark supports tabletop arms, mobile manipulators and full loco-manipulation systems.
Source

Timeline

Lightwheel unveils the RoboFinals simulation evaluation platform
2025-12-04 - Product Launch - RoboFinals-100 spans 100 household, factory and retail tasks with unified success criteria. The benchmark supports tabletop arms, mobile manipulators and full loco-manipulation systems. Teams can run cloud or on-premises evaluation across Isaac Lab, Newton, PhysX, MuJoCo and Genesis backends.
Source

Context

Market context

RoboFinals is Lightwheel's robotics evaluation environment for running benchmark-style tasks and comparing robot performance across challenges.

Target environment: Robot developer workflows, simulation environments, operations centers and autonomy stacks that need software rather than new robot hardware.
Workflow context: Robot control, mission planning, simulation, autonomy coordination, fleet operation and developer integration.
Customer context: Robot developers, operators, integrators and autonomy teams building or coordinating robotic systems.
Deployment model: Commercial or available product positioned for customer use, integration or developer adoption.
Commercial maturity: Publicly presented as commercial or available, with maturity depending on deployment scale and support coverage.
Adoption constraints: Adoption depends on integration effort, hardware compatibility, latency, safety validation, data quality and operator trust.
Market position: RoboFinals sits in the robot software layer, shaping how robots are controlled, coordinated or trained.
Adjacent products: NVIDIA Isaac, Project GR00T, OverDrive, Hivemind