Rayform

Rayform vs Parallax Worlds

A service that builds a twin of one facility to test automation, versus Rayform's processing of your recordings into training data.

What Parallax Worlds does.

Parallax Worlds turns phone video of a factory or warehouse into an interactive digital twin, then runs automation in it across hundreds of variations of parts, friction and lighting to find failures before hardware is bought.

Where they are strong

  • A twin of your own site, built from a phone walkthrough.
  • Scenario testing aimed at deployment decisions.
  • Integrates with Omniverse, Unreal and Unity.

How Rayform differs

  • Parallax builds a simulation of a site to test in. Rayform turns real recordings of robots at work into data to train on.
  • Rayform keeps the recorded motion, interactions and robot state; a twin simulates them.

Side by side.

CapabilityRayformParallax Worlds
Works with your own recordingsUpload from your own robots, rigs or phones.YesYes
3D reconstructionSplats, meshes and collision geometry built from your recordings.YesYes
Sensors and robot state alignedRGB, depth, LiDAR and joints on one clock and one coordinate frame.YesNo
Interactions on the timelineGrasps, placements and moved objects detected and marked.YesNo
Search across recordingsFind every grasp, scene or condition across all your data.YesNo
Versioned training slicesFrozen selections that always return the same data.YesNo
Export to training formatsLeRobot, RLDS or WebDataset for training; USD for simulators.YesPartly
Self-serve accessStart without a sales call.PartlyNo

Choose Parallax Worlds when

  • You are deciding whether to deploy automation in a specific site.

Choose Rayform when

  • You already run robots and want to train on what they record.
  • You need recorded robot state and interactions across many sites.

Sources

Based on public information as of October 18, 2026. If anything here is wrong, write to contact@rayform.world and we will fix it. Names and trademarks belong to their owners.

More comparisons