Guided equipment setup
Step-by-step setup instructions can stay in view, confirm stage completion, and reduce missed checks before work begins.
A spatial assistant that understands the scene, interprets intent, and guides the next useful action in context.
Moltcloud is building spatial agentic assistants for AR and VR devices, with an initial focus on guided equipment setup and practical workflow assistance for real tasks.
Observe
Guide
Record
Object context
Pump manifold PX-14 · torque target 32 Nm · seal seated
Spoken request
“Walk me through the next setup step.”
Next checked step
✓ Step 3 confirmed: align gasket, tighten to 32 Nm, and record completion in the setup log.
Workflow directions
Practical starting workflows for spatial assistance
Moltcloud starts with bounded, repeatable physical workflows where scene understanding, task state, and next-step guidance can improve execution clarity.
Troubleshooting and recovery support
When a process fails, the assistant can use current scene context, track attempted fixes, and suggest the next safe recovery step.
Inspection and in-context guidance
Inspection checkpoints and operational criteria can stay anchored to assets so the next action is clear at the point of decision.
Observe · Ground · Act
From scene and request to the next useful action
Moltcloud is building toward a workflow that reads the scene, interprets intent, grounds guidance in task state, and helps teams confirm the next checked step.
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01
Observe scene and request
The assistant first captures what is visible in the scene and what you ask for in plain language. It identifies the relevant objects, labels, and signals tied to the task at hand.
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02
Ground intent to task state
It then grounds your intent against the current task state, linking instructions to the right object, place, or step. Guidance stays anchored to what is actually in view now.
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03
Guide a useful action
Finally, it proposes or coordinates the next useful action in context, with a clear confirmation before moving forward. People can check the step and continue without losing focus.
We are building toward spatial assistants that help people complete the full task loopfrom understanding the situation to taking the next useful action.
Moltcloud begins with guided equipment setup as a bounded workflow where outcomes can be measured clearly. From there, our long-term direction is to expand into adjacent workflows, connecting perception, guidance, and action inside one spatial interface as value is proven step by step.
Discuss a pilot or design partnership with Moltcloud.
If you’re evaluating practical spatial AI workflows, we’d welcome a conversation about pilot opportunities, design-partner collaboration, or early workflow validation.