The Agents

Three layers of Ambient AI.

Ambient AI is intelligence woven into the operation itself. It shows up in three layers of the plant, in the language each one speaks. Underneath them all are signature domain agents, trained on decades of human process knowledge.

Shop floor to top floor

One framework. Three floors.

The SX ARK Framework, powered by the ARC processor, rides the Workato nervous system to deliver the right agent to the right tier.

Layer 01 · The Shop Floor

Affinity AI Agents

The Coworker

Voice-first, wearable-simple digital coworkers that warm up to the operator. They win instant adoption, kill the manual swivel-chair tracking, and clear away operational pressure.

Layer 02 · The Midline

Leadership Twins

The Coach

A live coach and advisor for plant managers and directors. They organize chaotic edge telemetry into clean operating pathways and clear swim-lane management.

Layer 03 · The Boardroom

Executive Throughput

Margin Velocity

Real-time throughput travels straight from the floor to the boardroom, so leaders see margin velocity and prove rapid impact on the P&L.

The foundation

Signature domain agents, heavily trained.

These are not generic bots. Our signature domain agents are built from the training of the top minds in industrial process and execution, decades of human knowledge, so they reason in the language of your plant, not a software vendor's template.

A

Trained, not templated

Decades of real plant experience are put into the agents, then packaged so operators accept them instead of working around them.

B

Adoption is engineered

Humans before machines. We design for the last three feet, the final gap between the system and the operator's hands, where adoption is won.

C

Precision over pressure

The point is to hand your people certainty at their fingertips and take away the pressure the system should have handled.

Keep going

See the agents solve real problems.

Simple use cases, a pragmatic path to scale, and where to start first.