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Who we build for

Industries that can't afford to stop.

We build agentic AI for operations where a mistake shows up on a line, in a pipeline or on the grid. Manufacturing is where we started. Oil and gas and power and utilities share the same data, the same stakes and the same shortage of engineers.

Where we work

Three industries,
one kind of problem.

Where we started

Manufacturing

Automotive Tier 1 and Tier 2 is where we started, and semiconductor, E&E and advanced manufacturing followed. Mixed-model lines, a quality bar that doesn't move, and engineers who spend their week assembling evidence instead of acting on it. Featherline came out of this floor.

Segments

  • Automotive · Tier 1 and Tier 2 suppliers
  • Semiconductor & E&E · OSAT, PCBA, EMS
  • Advanced manufacturing · aerospace, medical, precision

What a miss costs

A part that escapes to the customer is a PPM hit, an 8D, and a program you don't win next cycle.

Explore automotive

Upstream to downstream

Oil & gas

Platforms, pipelines, refineries and petrochemical plants run on decades of historian data, a control system that never sleeps, and a maintenance backlog that never shrinks. Our agents read the same process history, work orders and operating procedures your engineers do, and put a ranked cause and a drafted next step in front of them before a deviation becomes a trip.

Segments

  • Upstream · offshore and onshore production
  • Midstream · pipelines, terminals, LNG
  • Downstream · refining and petrochemicals

What a miss costs

An unplanned trip isn't a bad shift. It's lost throughput by the hour, a flaring event, and an incident investigation.

Generation to the meter

Power & utilities

Generation fleets, grids and water networks are run by small teams watching thousands of assets, for a regulator who wants the paper trail. Our agents correlate SCADA, condition monitoring and maintenance history across the fleet, flag the asset that's drifting, and draft the work order and the report while the operator stays in charge.

Segments

  • Generation · thermal, hydro, solar and wind
  • Transmission & distribution · substations, grid assets
  • Water & district utilities · treatment, pumping, networks

What a miss costs

A missed signal doesn't cost a part. It costs an outage, a penalty, and the trust of everyone downstream of the meter.

Why these three

Different assets.
Same failure mode.

A factory, a platform and a power station look nothing alike. They share the four conditions that give an agent somewhere to stand, and if your operation has them too, the fit is usually there.

  • The data is already paid for

    MES or DCS, SCADA, a historian, a maintenance system. Every operation we work with bought the digital stack years ago. We don't sell it again; we sell the decisions it was supposed to produce.

  • A miss is not a rounding error

    A defect that reaches a customer, a trip that takes a unit offline, a fault that becomes an outage: each costs orders of magnitude more than a catch inside the shift. That asymmetry is what makes an agent worth approving.

  • The paper trail is mandatory, and manual

    8D and CAPA, management of change, permits to work, regulatory filings. The obligation is non-negotiable and the work is still a person assembling a document. Our agents write the trail as the decision happens.

  • More assets than engineers

    The constraint is never the data and rarely the will. It's how many investigations a thin team can hold at once. Agents raise that ceiling without raising headcount.

Not sure your sector is on this list?

It doesn't need to be. If you run physical operations and there's work that only happens because someone stays late to do it by hand, the fit is usually there. Tell us what you run and what your slowest investigation looks like.

Book a discovery call