Rewrite AssistAvailable

An industrial copilot that never lies and rarely interrupts.

A safety-first AI assistant for plant-floor operators. Every answer cites its source. Every interruption clears a high bar. Built on Ignition SCADA, evaluated end-to-end with measurable guarantees.

100%
claims cite their source
76.2%
hallucinations caught or filtered
F1 = .976
interruption ranker accuracy
~1 / shift
proactive surfaces (≤1 by design)
2.79 ms
p95 pipeline latency
What is Rewrite Assist?

The copilot that watches the plant with the operator.

Rewrite Assist sits inside Ignition, the SCADA software that runs ~65% of the Fortune 100's factories. It does two jobs.

Reactive

When an operator asks a question, it retrieves relevant manuals, plant data, and procedures — and answers with citations to every source.

Proactive

It watches the live process and whispers when something needs attention — but only if a similar pattern historically led to a problem, and only if the operator isn't already looking at it.

Section 1 · The Problem

Industrial copilots fail in two opposite ways.

Every major automation vendor shipped a copilot in the last 18 months. None of them solve these.

Problem 1 · Hallucination
The copilot makes things up.

LLMs confidently state false facts. On a plant floor, a misstated setpoint or fabricated alarm priority is a safety event. Operators stop trusting the copilot the first time it lies.

"The model said the discharge pressure should be 87 PSI. The manual says 47. We almost ran the line into surge."
Problem 2 · Interruption
The copilot will interrupt too much.

The moment any copilot goes proactive on the HMI, ANSI/ISA-18.2 bites. The standard defines an alarm flood as more than 10 alarms in 10 minutes. The Texas City Refinery disaster killed 15 people because of alarm overload.

"It pinged me 9 times in the first hour. I muted it on day two."
Section 2 · What's New

Three innovations. Each one measured.

These are the contributions of the IEEE Transactions on Industrial Informatics paper. Each is novel, each has a number behind it.

Section 3 · State of the Art

Where Rewrite Assist sits in the market.

Five capabilities that distinguish a safety-grade industrial copilot from a generic chatbot.

Vendor
Safety
ISA-18.2
Benchmark
Rewrite Assist
YES
YES
YES
Siemens Industrial Copilot
NO
NO
NO
Rockwell FactoryTalk
NO
NO
NO
Microsoft Copilot for Mfg
NO
NO
NO
Cognite Atlas AI
NO
NO
NO
Augmentir Augie
NO
NO
NO
What It Looks Like

The operator interface. Live inside Ignition.

A real conversation with Rewrite Assist — every answer cited, proactive alerts budgeted.

Rewrite Assist
Live
P204.DISCH_PRESS94.1 PSI
P204.FLOW312 GPM
P204.VIBRATION0.12 in/s

🟢 Proactive · Pump P-204 discharge pressure trending +12% over last 40 min. Pattern matches 3 prior pre-surge events.

Why is the pump in alarm? What should I check first?

P-204 is showing high discharge pressure (current: 94 PSI, setpoint: 80 PSI). Based on your historian, the last two times this pattern occurred the root cause was a partially closed isolation valve on the suction side.

  • Check isolation valve V-114 (suction side)
  • Verify minimum flow bypass is open
  • Review impeller wear indicator — last replaced 14 months ago
📎 Cited: P-204 historian · tag PUMP.P204.DISCH_PRESS · last 2 hrs

What's the procedure for resetting V-114?

Isolation valve V-114 reset procedure (3 steps):

  • Confirm pump is at minimum flow (< 20% rated capacity)
  • Slowly open V-114 counter-clockwise — 2 full turns max per minute
  • Monitor DISCH_PRESS for 90 seconds; target ≤ 82 PSI
📎 Cited: Pump P-204 Maintenance Manual · Rev 4 · §7.3.2
Pricing

Simple. Per site.

$18–36K
per site · per year
Requires Rewrite Platform (Module 01). Every answer cited. Every proactive surface budgeted against ISA-18.2.
Ready to deploy

The operator's copilot that never lies.

info@rewriteautomation.com

Rewrite Automation Inc. · Southfield, MI 48075