Agentic AI Operators for Manufacturing

An expert AI operator on every line.

Victorifer reads all your plant data, works out what's wrong the way a seasoned operator does, and acts within the limits you set. It's how a connected line becomes a self-running one.

Reads all your data
Telemetry, alarms, MES, historian and SOPs, in one place
Data-only
Connects to the SCADA and MES you already run. No rip and replace.
Confidence-gated
Acts above the threshold you set. The rest goes to a person.
Agentic by design
Every action goes through a gated tool surface — audited and human-overridable
Why Victorifer

It reads the whole operation, not one signal.

Good operators never run a line on a single number. They take in the telemetry, the alarms, the recipe, the procedure, yesterday's trend, and a note from the last shift, and then they decide. Victorifer works the same way. It pulls together all your plant data, structured and not, and reasons over the full picture before it acts.

What it reads and fuses

Standard connectors to the SCADA, MES, historian, and analytics you already run. Nothing installs on the control network. No rip and replace. (The live demo below runs the full loop against a simulated line.)

How it works

Raw data to a safe action, in three steps.

The loop a good operator runs in their head, made explicit and auditable.

01

Connect your data

Read live state, telemetry, and alarms over OPC UA. Pull context from the MES, historian, batch records, and SOPs. Standard connectors, no changes to the control network.

02

Reason over it

Victorifer fuses the signals that normally sit in separate silos, then reasons over them to find the likely cause and propose a fix. On every line, at once.

03

Act on confidence

Every action gets a confidence score and a guardrail check. Above your threshold, it acts. Below it, or near a safety limit, it asks a person first.

Connected → Self-running

Earned in stages. Not a leap of faith.

Victorifer starts as a copilot. It learns your process from real outcomes. Only then does it take the wheel, and only inside the limits you set.

STAGE 01
Assist

Operator copilot

The right facts at the operator's fingertips: live state, the procedure that applies, and a recommended next step, in plain language.

STAGE 02
Learn

Train on your process

Every recommendation you accept or reject teaches it. Over time it learns your lines, your recipes, and the know-how that lives in people's heads.

STAGE 03
Self-running

The line runs itself

Once it has earned the confidence, Victorifer closes the loop. It diagnoses and corrects in real time, and every action still carries a score and a guardrail check.

Why now

The data is finally there. The people aren't.

Plants spent a decade wiring themselves up. The operators who know what the data means are walking out the door. And AI just crossed the threshold where it can do something about it — if there's a safe execution layer between the model and the machine. That layer is what we build.

01

The connectivity wave is done

OPC UA, historians and MES are deployed and streaming. Most plants already have the data an expert would want — sitting in silos, feeding dashboards nobody has time to watch.

02

The experts are leaving

The operators who can hear a fault before the alarm fires are retiring, and their know-how lives in their heads. Every shift runs thinner than the last one.

03

Reasoning got good enough

Modern models can read a procedure, fuse it with live telemetry, and act through tools. The missing piece was never intelligence — it was deterministic guardrails on the way out.

Decision confidence + guardrails

Every decision comes with a score.

Victorifer scores every action it proposes: how strongly the evidence backs the diagnosis, and how safely the move sits inside your limits. That score is your control surface. You set the bar for what runs on its own, and you watch the AI clear it more often as it learns your line.

  • One number, fully explainedSee how sure the AI is on every call, and what drove it: the strength of the evidence and the margin to your limits. No black box.
  • You set the barPick the confidence level for hands-off action. Set it high on a critical line, lower it where the AI has earned trust. It's a dial, not a switch.
  • Hard limits underneathOperating bounds and safety holds stay fixed below the score, so the AI can be sure of a fix and still route a safety-critical step to a person.
  • Sharper every shiftScores calibrate against the calls your operators make, so the AI's confidence comes to mean what your team means. Every decision is logged for audits.
Decisions, scored and routed
ACT · 88% seal_temperature → 145 °C · above threshold
REVIEW · 63% throughput trim · below threshold · your call
REVIEW reset_guard · safety policy · always a person
BLOCKED seal_temperature → 160 °C · step 25 over the 10 °C guardrail
Live demo

Watch the copilot do an operator's job.

A simulated aseptic fill-pack line streaming the same signals a real line publishes over OPC UA — running the full engine, live. Press ▶ Guided tour for the narrated version, or drive it yourself: trigger an alarm and watch the copilot read the state, pull in the SOP and plant records, and score each decision. It acts on the confident ones and hands you the rest.

Operator Copilot aseptic fill-pack line · OPC UA connecting…
Inject alarm
0
Incidents resolved automatically
0
Sent to a person
0 min
Operator time saved
$0
Downtime avoided
01DETECT
02RETRIEVE
03DIAGNOSE
04PROPOSE
05CONFIDENCE
06ACT
07VERIFY

Machine · live

FILLER Running CAPPER Running INSPECTION Running LABELLING Running CARTONER Running PALLETIZER Running
UNSAFE RESTART
Guard interlock cleared by automation without human confirmation.
Arm the guardrails and re-inject. The reset is held for a person instead.
OEE%
Output ratevpm
Line speedvpm
Seal temp°C
Infeed buffer%
Reject rate%
Good / reject
Downtime cost$0
Downtime avoided$0

Active alarms

OPC UA · A&C
No active alarms. Line nominal.

Cognitive copilot

read · reason · act
Idle. Inject an alarm to start the triage loop.

Decision confidence

GUARDRAILS ARMED
IDLE
Awaiting a proposed action…
0approved
0blocked
0review
Immutable audit log
No actions recorded.
Reasoning is advisory. The guardrails and your threshold are final. Running it locally? Set ANTHROPIC_API_KEY to flip the brain pill to Claude.
Get started

Take one line from connected to self-running.

Start with a copilot on a single line. Earn the rest from there, safely.

We read every signup. Prefer email? hello@victorifer.com