MachineFi Labs

The World Model ForPhysical Operations

Trio is a multi-modal AI that fuses video, audio, and sensor streams into operational intelligence — purpose-built for the physical environments language models can’t see.

Partner with us→Explore Trio→
The next chapter of AI

Language models won the screen.The physical world is next.

The last decade of AI was won in text, code, and pixels — the digital surfaces humans already interact with. The next decade will be won where humans actually live and work: retail floors, warehouses, factories, hospitals, city streets. These environments generate video, audio, and sensor data around the clock.

Language models can’t reason about this world.They were never built to.Trio is.

Warehouse · Dock 7 · 11:42
01
Forklift idle · 4m 12s
Retail · Aisle 4 · 14:08
Aisle dwell · 38s
Construction · Zone C · 09:14
Restricted zone entered
 cameras deployed globally
24/7multi-modal streams per site
~%of enterprise data on-prem
$B+physical-world AI · 2030 (est.)
The model

Trio sees, hears, and senses —so LLMs can reason.

VideoRTSP · MP4 · LIVEMulti-stream feeds
AudioOn-device · StreamingAcoustic signal
SensorTemp · Motion · PowerEquipment telemetry
Trio · World Model
Multi-modalFusion Engine
Joint patterns · Single inference
Operational SemanticsStructured · LLM-readyEvents · entities · context
Real-time Action SignalsWebhook · Stream · gRPCSub-second · agents · robots
Scene StateWorld representationSpatial · agents · robots
Deployment
Cloud·Edge·On-prem·OpenAI-compatible API
Why Trio

Built differently —for how physical AI actually ships.

Verticals in production

One model.Every operation that runs on cameras.

Trio is deployed and being piloted across the verticals where physical operations matter most.

Franchise Operations

Queue management, shrinkage reduction, employee compliance, and customer flow analytics — across every franchise location.

  • Queue
  • Shrinkage
  • Employee compliance
  • Customer flow
Don’t see your industry? Talk to us
Franchise operations — storefront floor

For vertical AI builders

You own the workflow. We run the model engine.

You handle the workflow and UX. Trio runs the multi-modal engine — OpenAI-compatible, fine-tunable, 24/7-priced.

Build with Trio→

For hardware & VMS partners

Whitelabel-ready intelligence inside your devices.

AI inside the box, no footage to the cloud. Trio runs at the edge on existing silicon and ships under your brand.

Integrate Trio→
Backing
Samsung Next
Goodwater Capital
Hanwha
Draper Dragon
Jump
Newbuild Venture Capital

Build with the world modelfor physical operations.

Partner with us→Explore Trio→