Fern Robotics Evaluation Platform
Founded 2025
Sells To B2B, Enterprise
Pricing Model SaaS, Software
Ownership —

Fern learns world models from robot data for scalable policy evaluation and training.
The Fern Robotics Evaluation Platform trains high-fidelity, action-conditioned world models from robot teleoperation data. It generates multi-view RGB rollouts driven by end-effector commands, enabling closed-loop policy evaluation, apples-to-apples comparisons, and large-scale reinforcement learning without standing up a robot fleet.
The platform is offered as a managed cloud service and can also fit custom world models to a customer's own embodiments and historical teleop data.
Saturn Dynamics

Arc
saturndynamics.com
Most Robotic

Instance
mostrobotic.com
NVIDIA

Isaac Sim
nvidia.com
Google DeepMind

MuJoCo
deepmind.google
One Robot

One Robot World Models
onerobot.io
Game of Drones

OVERPASS
gameofdrones.com
| Attribute | Fern Robotics Evaluation Platform | Arc | Instance | Isaac Sim | MuJoCo | One Robot World Models | OVERPASS | |
|---|---|---|---|---|---|---|---|---|
| Provider | ||||||||
| Founded | 2025 | 2025 | 2026 | 1993 | 2010 | 2025 | 2012 | |
| Sells To | B2B, Enterprise | Enterprise | — | Consumers, Enterprise | Enterprises | Robotics | Consumers, Education | |
| Pricing Model | SaaS, Software | B2B | — | Licensing, Product Sales, Subscription | — | SaaS | Transactional | |
| Ownership | — | Venture-backed private company | Venture-Backed | Public | — | Privately Held | Private, Venture Capital |
Founded 2025
Sells To B2B, Enterprise
Pricing Model SaaS, Software
Ownership —
Provider 
Founded 2025
Sells To Enterprise
Pricing Model B2B
Ownership Venture-backed private company
Provider 
Founded 2026
Sells To —
Pricing Model —
Ownership Venture-Backed
Provider 
Founded 1993
Sells To Consumers, Enterprise
Pricing Model Licensing, Product Sales, Subscription
Ownership Public
Provider 
Founded 2010
Sells To Enterprises
Pricing Model —
Ownership —